DATA 1901 Project 2
1 Report
1.1 Research question
Can a trend in the geographical spread of Swedish Viking runestones be observed by comparing the proportion of runestones with and without crosses over time?
This report ascertains associative trends between the establishment of runestones in the Gotland region and the concurrent Christianisation in Gotland and Uppsala counties with analysis to assess the scope of this model for further predictions.
1.2 Executive Summary
Analysis of categorical data (crosses/time period) revealed that Uppsala and Gotland runestones were predominantly erected between 1050-1100 AD. Majority of Uppsala’s crosses are observed during this period, however, none of the analysed runestones from Gotland featured the cross motif. This elucidates the non-uniform, nuanced spread of Christianity across Sweden.
1.3 Initial Data Analysis
Reliant upon visual interpretation, the data is subject to observation bias. Confounders including time and environment contribute to bias by making certain stylistic features across different rune-carvers indistinguishable. Data integrity and reliability is compromised by using multiple data sources and interpretation based on secondary archaeological sources including the epic Beowulf.
Selection bias occured as ambiguous data including question marks, multiple categorisations, and unclassified data was re-categorised into 8 categories: RAK, Fp, Pr1-5 and NA. This report’s graphical summaries compound selection bias by only focusing on Uppsala and Gotland municipalities. By omitting large quantities of data, the results cannot characterise Viking society broadly as macroscopic trends may be unclear or skewed. Further, by narrowing our range of analysis to two municipalities, we cannot extrapolate trends to other regions. Similar case by case analysis must be conducted to construct plausible predictions for alternative locations. Additionally, runestones with overlapping time periods were only recognised in this report by the earliest of their assigned periods, causing categorical bias. Likewise, runestones which lacked a cross/no cross classification were grouped with those having no cross.
While it is noted that bias hinders the plausibility of conclusions drawn, however, this is largely inherent to archaeological studies.
1.4 Research overview
Limited to Svealand, Christian influences from missionaries commenced in 830 AD, catalysing an evolution of the location and design of runestones. Rising political tension with neighbouring Christian areas induced Christianisation, thus, the prospect of superior trade and economic performance propelled conversion rather than the pursuit of holiness.
Uppsala observes an influx of runestone prevalence during 1060-1100 AD (Pr4), concurrent with the increase of runestone crosses. Its close proximity to the Baltic Sea on the south-east coast of modern day Sweden, facilitated the introduction of foriegn social and religious influences to the Vikings. This supported a transition from polytheistic paganism towards monotheistic Christianity over the short period revealed by the surge in runestone crosses. This period followed the first Christian evangelisation mission in Uppsala, led by Saint Ansgar during the 9th century, providing context to this stage of religious conversion.
From the classified runestones in Gotland, a significant proportion were erected during the Pr4 period. Unlike Uppsala, no crosses were observed on runestones across all time periods. This not only suggests an uneven spread of Christian beliefs throughout Viking society, but also the need for models alike to identify subtle trends in data. Gotland is isolated from mainland Sweden and therefore bound to undergo religious transformation after other municipalities like Uppsala, which was well-connected with multiple regions and foreign influences via trade interactions. Findings from the maps are supported by churches’ locations in these municipalities. Nonetheless, archaeologists currently lack evidence to determine whether runestones were erected at churches, subsequent church sites, or brought to churches later.
Stacked bar plots quantified the comparison of runestones with/without crosses. While a larger quantity of runestones is observed in Uppsala, the most notable trend was the complete absence of crosses on runestones in Gotland. This may be attributed to the vast majority of runestones in Gotland lacking cross identification, thus classed in this report as ‘no cross’. This assumption may be misleading.
Hence, Christianization of the Vikings began in well-connected municipalities, susceptible to foriegn influences. Christianity slowly infiltrated more regional and often isolated municipalities, however, conversion was not observed as heavily in these regions.
2 Mapping the geographical spread across municipalities
2.1 Loading our library packages
library(tidyverse)## ── Attaching packages ─────────────────────────────────────── tidyverse 1.3.1 ──## ✓ ggplot2 3.3.5 ✓ purrr 0.3.4
## ✓ tibble 3.1.6 ✓ dplyr 1.0.8
## ✓ tidyr 1.2.0 ✓ stringr 1.4.0
## ✓ readr 2.1.2 ✓ forcats 0.5.1## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()library(ggplot2)
library(readxl)
library(maps)##
## Attaching package: 'maps'## The following object is masked from 'package:purrr':
##
## maplibrary(plotly)##
## Attaching package: 'plotly'## The following object is masked from 'package:ggplot2':
##
## last_plot## The following object is masked from 'package:stats':
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## filter## The following object is masked from 'package:graphics':
##
## layoutlibrary(ggthemes)
library(ggmap)## Google's Terms of Service: https://cloud.google.com/maps-platform/terms/.## Please cite ggmap if you use it! See citation("ggmap") for details.##
## Attaching package: 'ggmap'## The following object is masked from 'package:plotly':
##
## windlibrary(wesanderson)
library(RColorBrewer)2.2 Analysis of runestones in different municipalities
Arch <- read_xls("Arch_main.xls")
Arch = mutate(Arch,ClassNew = case_when(
grepl('RAK',Classification)~'RAK',
grepl('Fp',Classification)~'Fp',
grepl('Pr1',Classification)~'Pr1',
grepl('Pr2',Classification)~'Pr2',
grepl('Pr3',Classification)~'Pr3',
grepl('Pr4',Classification)~'Pr4',
grepl('Pr5',Classification)~'Pr5',
TRUE~ 'NA'
))
table(Arch$ClassNew)##
## Fp NA Pr1 Pr2 Pr3 Pr4 Pr5 RAK
## 212 2308 90 205 303 427 62 561Arch$ClassNew <- factor(Arch$ClassNew,levels=c("RAK","Fp","Pr1","Pr2","Pr3","Pr4","Pr5","NA"), ordered=TRUE)
ggplot(data=Arch,aes(x=ClassNew))+geom_bar(fill="light blue")+ggtitle("Runestone Typology across different Time Periods in Sweden")+labs(x="Time Periods",y="Number of Runestones") + theme_classic()
2.3 Importing data
rune_mast <- read_xlsx("Uppsala_trial.xlsx")
as.data.frame(rune_mast)## ID Cross Place
## 1 Sm 40 $ 0 Burvik
## 2 Sm 42 1 Burvik
## 3 Sm 43 $ 0 Gränsta
## 4 Sö 258 $ 1 Dalby kyrka
## 5 Sö 259 0 Dalby kyrka
## 6 Sö 26 $ 0 Hållberga
## 7 Sö 260 1 Hässle
## 8 Sö 261 1 Viggby (nu: Viggeby) bro
## 9 Sö 262 $ 1 Viggby (nu: Viggeby) bro
## 10 Sö 263 †$ 0 Västeråkers kyrka
## 11 Sö 264 $ 0 Västeråkers kyrka
## 12 Sö 265 1 Torresta
## 13 Sö 266 1 Balingsta kyrka
## 14 Sö 267 † 0 Balingsta kyrka
## 15 Sö 268 0 Balingsta kyrka
## 16 Sö 269 $ 1 Balingsta kyrka
## 17 Sö 27 0 Skolhuset
## 18 Sö 270 $ 1 Prästgården
## 19 Sö 271 † 0 Prästgården
## 20 Sö 272 $ 0 Frövi
## 21 Sö 273 1 Frövi
## 22 Sö 274 1 Kumla
## 23 Sö 275 0 Måsta
## 24 Sö 276 $ 1 Måsta
## 25 Sö 277 0 Norsta
## 26 Sö 278 0 Säva
## 27 Sö 279 0 Tibble
## 28 Sö 28 † 0 Vik
## 29 Sö 280 0 Vik
## 30 Sö 289 1 Hagby kyrka
## 31 Sö 29 † 0 Focksta
## 32 Sö 290 1 Focksta
## 33 Sö 291 $ 0 Möjbro
## 34 Sö 292 $ 1 Möjbro
## 35 Sö 293 0 Bragby
## 36 Sö 294 † 0 Skogstibble kyrka
## 37 Sö 295 † 0 Skogstibble kyrka
## 38 Sö 296 1 Skogstibble kyrka
## 39 Sö 297 1 Prästgården
## 40 Sö 298 1 Ingla
## 41 Sö 299 0 Ingla
## 42 Sö 3 1 Ingla
## 43 Sö 30 0 Skillsta
## 44 Sö 300 $ 1 Ångelsta
## 45 Sö 301 0 Västerby
## 46 Sö 302 1 Österby
## 47 Sö 303 $ 0 Uppsala-Näs kyrka
## 48 Sö 304 1 Uppsala-Näs kyrka
## 49 Sö 305 1 Högby
## 50 Sö 306 0 Söderby
## 51 Sö 307 $ 0 Flogsta
## 52 Sö 308 $ 0 Håga
## 53 Sö 309 0 Norby
## 54 Sö 31 $ 0 Norby
## 55 Sö 310 † 0 Vårdsätra
## 56 Sö 311 0 Läby kyrka
## 57 Sö 312 1 Håmö
## 58 Sö 313 0 Kvarnbo
## 59 Sö 314 $ 0 Västerby
## 60 Sö 315 0 Västerby, Läby vad
## 61 Sö 316 † 0 Vänge kyrka
## 62 Sö 317 † 0 Brun0
## 63 Sö 318 $ 1 Bärby
## 64 Sö 319 1 Fiby
## 65 Sö 32 $U/V 0 Finnsta
## 66 Sö 320 0 Körlinge
## 67 Sö 321 0 Åltomta bro
## 68 Sö 322 0 Börje kyrka
## 69 Sö 323 † 0 Brunnby
## 70 Sö 324 0 Ströja
## 71 Sö 325 0 Tiby
## 72 Sö 326 0 Ängeby
## 73 Sö 327 0 Jumkils kyrka
## 74 Sö 328 0 Jumkils kyrka
## 75 Sö 329 † 0 Blacksta
## 76 Sö 33 1 Blacksta
## 77 Sö 331 $ 0 Broholm
## 78 Sö 332 $ 0 Holmsta
## 79 Sö 333 $ 0 Uppsala domkyrka
## 80 Sö 334 0 Uppsala domkyrka
## 81 Sö 335 $ 1 Uppsala domkyrka
## 82 Sö 336 0 Uppsala domkyrka
## 83 Sö 337 $M 0 Uppsala domkyrka
## 84 Sö 338 1 Uppsala domkyrka
## 85 Sö 339 † 0 Uppsala domkyrka
## 86 Sö 34 $ 1 Uppsala domkyrka
## 87 Sö 340 0 Uppsala domkyrka
## 88 Sö 341 † 0 Uppsala domkyrka
## 89 Sö 342 † 0 Uppsala domkyrka
## 90 Sö 343 1 Uppsala domkyrka
## 91 Sö 344 $ 1 Uppsala domkyrka
## 92 Sö 345 $ 0 Uppsala domkyrka
## 93 Sö 345B $ 0 Uppsala, Svartbäckstull
## 94 Sö 346 $ 1 Svartbäcksgatan, Uppsala
## 95 Sö 347 0 Uppsala, kv. Torget
## 96 Sö 348 0 Uppsala, kv. Torget
## 97 Sö 349 1 Uppsala, kv. Torget
## 98 Sö 35 0 Uppsala, kv. Torget
## 99 Sö 350 1 Bredgränden, Uppsala
## 100 Sö 351 $ 1 Ärkebiskopsgården, Uppsala
## 101 Sö 352 $ 1 Uppsala
## 102 Sö 353 1 Danmarks kyrka
## 103 Sö 354 0 Danmarks kyrka
## 104 Sö 355 $ 0 Berga, Fålebro
## 105 Sö 356 $ 0 Danmarks by, Fålebro
## 106 Sö 357 0 Lunda
## 107 Sö 358 0 Myrby
## 108 Sö 359 1 Säby
## 109 Sö 36 1 Sällinge
## 110 Sö 360 1 Sällinge
## 111 Sö 361 $ 0 Söderby
## 112 Sö 362 $ 1 Tjocksta
## 113 Sö 363 1 Vedyxa
## 114 Sö 364 0 Vedyxa (Viggby)
## 115 Sö 366 0 Villinge
## 116 Sö 367 0 Vaksala kyrka
## 117 Sö 368 0 Vaksala kyrka
## 118 Sö 369 0 Vaksala kyrka
## 119 Sö 37 1 Vaksala kyrka
## 120 Sö 370 0 Vaksala kyrka
## 121 Sö 371 0 Vaksala kyrka
## 122 Sö 372 †M 0 Vaksala kyrka
## 123 Sö 373 † 0 Vaksala kyrka
## 124 Sö 374 $ 1 Vaksala kyrka
## 125 Sö 375 0 Bolsta
## 126 Sö 376 † 0 Bolsta
## 127 Sö 377 1 Bolsta
## 128 Sö 378 0 Eke
## 129 Sö 38 † 0 Gnista (Fyrislund)
## 130 Sö 380 † 0 Gränby
## 131 Sö 381 0 Jädra
## 132 Sö 382 † 0 Lunda
## 133 Sö 383 †$ 0 Råby
## 134 Sö 39 0 Vittulsberg
## 135 Sö 4 †$ 0 Gamla Uppsala kyrka
## 136 Sö 40 $ 1 Gamla Uppsala kyrka
## 137 Sö 41 $ 1 Prästgården
## 138 Sö 42 1 Bredåker
## 139 Sö 43 $ 1 Bärby
## 140 Sö 44 † 0 Ekeby
## 141 Sö 45 $ 1 Hämringe
## 142 Sö 46 $ 1 Kungsgården, Sam0n
## 143 Sö 47 $ 1 Funbo kyrka
## 144 Sö 48 0 Funbo kyrka
## 145 Sö 49 1 Funbo kyrka
## 146 Sö 5 † 0 Broby
## 147 Sö 50 0 Broby
## 148 Sö 51 0 Broby
## 149 Sö 52 0 Brunnby
## 150 Sö 53 † 0 Brunnby
## 151 Sö 54 $ 1 Funbo bro
## 152 Sö 55 1 Karberga (Sundby)
## 153 Sö 56 $ 0 Lövsta
## 154 Sö 57 † 0 Skällerö (Marielund)
## 155 Sö 58 0 Åkerby
## 156 Sö 59 0 Rasbo kyrka
## 157 Sö 6 † 0 Rasbo kyrka
## 158 Sö 60 $ 1 Rasbo kyrka
## 159 Sö 61 0 Frötuo
## 160 Sö 62 1 Frötuo
## 161 Sö 63 †$ 0 Hov
## 162 Sö 64 † 0 Lejsta
## 163 Sö 65 1 Visteby
## 164 Sö 66 0 Västerberga
## 165 Sö 67 † 0 Yrsta
## 166 Sö 68 †$ 0 Årsta
## 167 Sö 69 0 Örby
## 168 Sö 7 1 Rasbokils kyrka
## 169 Sö 70 1 Ärentuna kyrka
## 170 Sö 71 $ 1 Ärentuna kyrka
## 171 Sö 72 † 0 Ärentuna kyrka
## 172 Sö 73 1 Fjuckby
## 173 Sö 74 $ 1 Fjuckby
## 174 Sö 75 $ 0 Kolje
## 175 Sö 76 † 0 Kyrsta
## 176 Sö 77 0 Kyrsta
## 177 Sö 79 $ 0 Nederbacka (Rosta bro)
## 178 Sö 8 0 Storvreta
## 179 Sö 80 †$ 0 Vallby
## 180 Sö 81 † 0 Vaxmyra
## 181 Sö 82 $ 1 Vaxmyra
## 182 Sö 83 † 0 Lena kyrka
## 183 Sö 84 $ 0 Lena kyrka
## 184 Sö 85 $ 1 Lena kyrka
## 185 Sö 86 0 Lena kyrka
## 186 Sö 87 † 0 Björnhammar
## 187 Sö 88 $ 0 Hånsta
## 188 Sö 89 0 Ånge
## 189 Sö 9 1 Årby
## 190 Sö 90 $ 0 Tensta kyrka
## 191 Sö 91 †$ 0 Tensta kyrka
## 192 Sö 92 0 Tensta kyrka
## 193 Sö 93 0 Tensta kyrka
## 194 Sö 94 † 0 Altomta
## 195 Sö 95 1 Bräcksta
## 196 Sö 96 0 Fasma
## 197 Sö 97 1 Golvasta
## 198 Sö 98 $ 0 Källbo, Lugnet
## 199 Sö 99 0 Onslunda
## 200 Sö ATA1918/43 0 Onslunda
## 201 Sö ATA322-1467-2011 0 Björklinge kyrka
## 202 Sö ATA322-4237-2011 $ 0 Björklinge kyrka
## 203 Sö ATA323-3863-1999 0 Björklinge kyrka
## 204 Sö ATA4202/63 0 Björklinge kyrka
## 205 Sö ATA4207/71 0 Björklinge kyrka
## 206 Sö ATA5165/58 0 Björklinge kyrka
## 207 Sö ATA5501/52 0 Prästgården
## 208 Sö ATA6058/54 0 Axlunda
## 209 Sö ATA6163/61 $ 1 Hammarby
## 210 Sö ATA6294/59 0 Lund
## 211 Sö ATA6447/61 0 Ramsjö
## 212 Sö ATA6491/60 0 Ramsjö
## 213 Sö ATA7551/92 $ 0 Sandbro
## 214 Sö EMÅ1960;5 0 Sandbro
## 215 Sö Fv1948;282 1 Såpebo, Möboda
## 216 Sö Fv1948;289 0 Tibble
## 217 Sö Fv1948;291 0 Viksta kyrka
## 218 Sö Fv1948;293 0 Dalboda, Heden
## 219 Sö Fv1948;295 1 Källslätt
## 220 Sö Fv1948;298 $ 0 Nyvalla
## 221 Sö Fv1948;301 0 Rångsta
## 222 Sö Fv1948;314 0 Åkerby kyrka
## 223 Sö Fv1954;19 $ 0 Åkerby kyrka
## 224 Sö Fv1954;20 0 Åkerby kyrka
## 225 Sö Fv1954;22 1 Berga
## 226 Sö Fv1958;242 1 Kroksta
## 227 Sö Fv1958;247A 0 Sylta, Söderby
## 228 Sö Fv1958;247B 0 Bälinge kyrka
## 229 Sö Fv1958;247C 0 Bälinge kyrka
## 230 Sö Fv1958;247D 0 Bälinge kyrka
## 231 Sö Fv1959;262 $ 0 Bälinge kyrka
## 232 Sö Fv1969;298 1 Bälinge kyrka
## 233 Sö Fv1971;207 0 Bälinge kyrka
## 234 Sö Fv1971;208 0 Bälinge kyrka
## 235 Sö Fv1973;187 0 Bälinge kyrka
## 236 Sö Fv1973;188A 0 Forkarby
## 237 Sö Fv1973;188B 0 Forkarby
## 238 Sö Fv1973;189 1 Forkarby, Korsbacken
## 239 Sö Fv1979;239 0 Forkarby
## 240 Sö Fv1979;240 $ 1 Gysta
## 241 Sö Fv1982;235 1 Hämringe
## 242 Sö Fv1984;253 0 Högsta
## 243 Sö Fv1984;254 0 Högsta
## 244 Sö Fv1986;218 $ 0 Lövsta
## 245 Sö Fv1986;220 $ 0 Lövsta
## 246 Sö Fv1988;34 $ 0 Marsta
## 247 Sö Fv1990;31 0 Marsta
## 248 Sö Fv1993;229 1 Målsta
## 249 Sö Fv1993;230 0 Nyvla
## 250 Sö Fv2011;307 U 0 Nyvla, Tingstukällan
## 251 Sö NOR1997;26 0 Rosta bro
## 252 Sö NOR1998;22 $ 0 Rörby
## 253 Sö NOR1998;23 0 Rörby
## 254 Sö NOR2003;21 0 Sundbro
## 255 Sö NOR2003;22 $ 0 Sundbro
## 256 Sö Sb1963;149 0 Sundbro
## 257 Sö Sb1965;12 $ 0 Sundbro
## 258 Sö Sb1965;19 0 Sundbro
## 259 Sö Sb1965;20 $ 0 Svista
## 260 Sö Sb1965;22 0 Svista
## 261 U 1 1 Tuna
## 262 U 10 $ 0 Åloppe
## 263 U 100 1 Äskelunda
## 264 U 1000 † 0 Äskelunda
## 265 U 1001 $ 0 Skuttunge kyrka
## 266 U 1002 0 Skuttunge kyrka
## 267 U 1003 $ 0 Broddbo
## 268 U 1004 0 Eke
## 269 U 1005 0 Grävsta
## 270 U 1006 1 Häggeby
## 271 U 1007 1 Myrby
## 272 U 1008 $ 1 Norrby
## 273 U 1009 $ 0 Skuttunge by
## 274 U 101 0 Vigle
## 275 U 1010 0 Örke
## 276 U 1011 1 Örke
## 277 U 1012 1 Örke
## 278 U 1013 †$ 0 Örke
## 279 U 1014 $ 1 Stavby kyrka
## 280 U 1015 $ 0 Tu0 kyrka
## 281 U 1016 $ 1 Tu0 kyrka
## 282 U 1017 1 Krogsta
## 283 U 1102 † 0 Uppsala, Fyristorg
## 284 U 1108 †$ 0 Bälinge kyrka
## 285 U 1138 0 Uppsala, kv. St Per
## 286 U 1139 $ 0 Uppsala, kv. St Per
## 287 U 1148 † 0 Uppsala, kv. Torget
## 288 U 1155 1 Uppsala domkyrka
## 289 U 1156 $ 1 Uppsala domkyrka
## 290 U 1157 1 Uppsala, kv. Rådhuset 2-3
## 291 U 1158 0 Uppsala, kv. Torget
## 292 U 116 $ 0 Åby
## 293 U 1161 $ 0 Skolhuset
## 294 U 1166 † 0 Uppsala domkyrka
## 295 U 1167 0 Uppsala domkyrka
## 296 U 1170 0 Uppsala, kv. Torget
## 297 U 1179 0 Risberga
## 298 U 120 $ 0 Uppsala, sjukhuset
## 299 U 122 † 0 Ärnevi
## 300 U 134 $ 0 Uppsala, kv. Bryggaren
## 301 U 136 $ 1 Gamla Uppsala kyrka
## 302 U 137 $ 1 Vaksala kyrka
## 303 U 138 † 0 Uppsala
## 304 U 14 1 Ulva kvarn
## 305 U 143 0 Tibble
## Socken Härad Kommun
## 1 Knutby sn Närdinghundra hd Uppsala
## 2 Knutby sn Närdinghundra hd Uppsala
## 3 Knutby sn Närdinghundra hd Uppsala
## 4 Dalby sn Hagunda hd Uppsala
## 5 Dalby sn Hagunda hd Uppsala
## 6 Dalby sn Hagunda hd Uppsala
## 7 Dalby sn Hagunda hd Uppsala
## 8 Dalby sn Hagunda hd Uppsala
## 9 Dalby sn Hagunda hd Uppsala
## 10 Västeråkers sn Hagunda hd Uppsala
## 11 Västeråkers sn Hagunda hd Uppsala
## 12 Västeråkers sn Hagunda hd Uppsala
## 13 Balingsta sn Hagunda hd Uppsala
## 14 Balingsta sn Hagunda hd Uppsala
## 15 Balingsta sn Hagunda hd Uppsala
## 16 Balingsta sn Hagunda hd Uppsala
## 17 Balingsta sn Hagunda hd Uppsala
## 18 Balingsta sn Hagunda hd Uppsala
## 19 Balingsta sn Hagunda hd Uppsala
## 20 Balingsta sn Hagunda hd Uppsala
## 21 Balingsta sn Hagunda hd Uppsala
## 22 Balingsta sn Hagunda hd Uppsala
## 23 Balingsta sn Hagunda hd Uppsala
## 24 Balingsta sn Hagunda hd Uppsala
## 25 Balingsta sn Hagunda hd Uppsala
## 26 Balingsta sn Hagunda hd Uppsala
## 27 Balingsta sn Hagunda hd Uppsala
## 28 Balingsta sn Hagunda hd Uppsala
## 29 Balingsta sn Hagunda hd Uppsala
## 30 Hagby sn Hagunda hd Uppsala
## 31 Hagby sn Hagunda hd Uppsala
## 32 Hagby sn Hagunda hd Uppsala
## 33 Hagby sn Hagunda hd Uppsala
## 34 Hagby sn Hagunda hd Uppsala
## 35 Ramsta sn Hagunda hd Uppsala
## 36 Skogstibble sn (nu Skogs-Tibble) Hagunda hd Uppsala
## 37 Skogstibble sn (nu Skogs-Tibble) Hagunda hd Uppsala
## 38 Skogstibble sn (nu Skogs-Tibble) Hagunda hd Uppsala
## 39 Skogstibble sn (nu Skogs-Tibble) Hagunda hd Uppsala
## 40 Skogstibble sn (nu Skogs-Tibble) Hagunda hd Uppsala
## 41 Skogstibble sn (nu Skogs-Tibble) Hagunda hd Uppsala
## 42 Skogstibble sn (nu Skogs-Tibble) Hagunda hd Uppsala
## 43 Skogstibble sn (nu Skogs-Tibble) Hagunda hd Uppsala
## 44 Skogstibble sn (nu Skogs-Tibble) Hagunda hd Uppsala
## 45 Ålands sn Hagunda hd Uppsala
## 46 Ålands sn Hagunda hd Uppsala
## 47 Uppsala-Näs sn Ulleråkers hd Uppsala
## 48 Uppsala-Näs sn Ulleråkers hd Uppsala
## 49 Uppsala-Näs sn Ulleråkers hd Uppsala
## 50 Uppsala-Näs sn Ulleråkers hd Uppsala
## 51 Bondkyrka sn (nu Uppsala) Ulleråkers hd Uppsala
## 52 Bondkyrka sn (nu Uppsala) Ulleråkers hd Uppsala
## 53 Bondkyrka sn (nu Uppsala) Ulleråkers hd Uppsala
## 54 Bondkyrka sn (nu Uppsala) Ulleråkers hd Uppsala
## 55 Bondkyrka sn (nu Uppsala) Ulleråkers hd Uppsala
## 56 Läby sn Ulleråkers hd Uppsala
## 57 Läby sn Ulleråkers hd Uppsala
## 58 Läby sn Ulleråkers hd Uppsala
## 59 Läby sn Ulleråkers hd Uppsala
## 60 Läby sn Ulleråkers hd Uppsala
## 61 Vänge sn Ulleråkers hd Uppsala
## 62 Vänge sn Ulleråkers hd Uppsala
## 63 Vänge sn Ulleråkers hd Uppsala
## 64 Vänge sn Ulleråkers hd Uppsala
## 65 Vänge sn Ulleråkers hd Uppsala
## 66 Vänge sn Ulleråkers hd Uppsala
## 67 Vänge sn Ulleråkers hd Uppsala
## 68 Börje sn Ulleråkers hd Uppsala
## 69 Börje sn Ulleråkers hd Uppsala
## 70 Börje sn Ulleråkers hd Uppsala
## 71 Börje sn Ulleråkers hd Uppsala
## 72 Börje sn Ulleråkers hd Uppsala
## 73 Jumkils sn Ulleråkers hd Uppsala
## 74 Jumkils sn Ulleråkers hd Uppsala
## 75 Jumkils sn Ulleråkers hd Uppsala
## 76 Jumkils sn Ulleråkers hd Uppsala
## 77 Jumkils sn Ulleråkers hd Uppsala
## 78 Jumkils sn Ulleråkers hd Uppsala
## 79 Uppsala Uppsala Uppsala
## 80 Uppsala Uppsala Uppsala
## 81 Uppsala Uppsala Uppsala
## 82 Uppsala Uppsala Uppsala
## 83 Uppsala Uppsala Uppsala
## 84 Uppsala Uppsala Uppsala
## 85 Uppsala Uppsala Uppsala
## 86 Uppsala Uppsala Uppsala
## 87 Uppsala Uppsala Uppsala
## 88 Uppsala Uppsala Uppsala
## 89 Uppsala Uppsala Uppsala
## 90 Uppsala Uppsala Uppsala
## 91 Uppsala Uppsala Uppsala
## 92 Uppsala Uppsala Uppsala
## 93 Uppsala Uppsala Uppsala
## 94 Uppsala Uppsala Uppsala
## 95 Uppsala Uppsala Uppsala
## 96 Uppsala Uppsala Uppsala
## 97 Uppsala Uppsala Uppsala
## 98 Uppsala Uppsala Uppsala
## 99 Uppsala Uppsala Uppsala
## 100 Uppsala Uppsala Uppsala
## 101 Uppsala Uppsala Uppsala
## 102 Danmarks sn Vaksala hd Uppsala
## 103 Danmarks sn Vaksala hd Uppsala
## 104 Danmarks sn Vaksala hd Uppsala
## 105 Danmarks sn Vaksala hd Uppsala
## 106 Danmarks sn Vaksala hd Uppsala
## 107 Danmarks sn Vaksala hd Uppsala
## 108 Danmarks sn Vaksala hd Uppsala
## 109 Danmarks sn Vaksala hd Uppsala
## 110 Danmarks sn Vaksala hd Uppsala
## 111 Danmarks sn Vaksala hd Uppsala
## 112 Danmarks sn Vaksala hd Uppsala
## 113 Danmarks sn Vaksala hd Uppsala
## 114 Danmarks sn Vaksala hd Uppsala
## 115 Danmarks sn Vaksala hd Uppsala
## 116 Vaksala sn Vaksala hd Uppsala
## 117 Vaksala sn Vaksala hd Uppsala
## 118 Vaksala sn Vaksala hd Uppsala
## 119 Vaksala sn Vaksala hd Uppsala
## 120 Vaksala sn Vaksala hd Uppsala
## 121 Vaksala sn Vaksala hd Uppsala
## 122 Vaksala sn Vaksala hd Uppsala
## 123 Vaksala sn Vaksala hd Uppsala
## 124 Vaksala sn Vaksala hd Uppsala
## 125 Vaksala sn (nu Uppsala) Vaksala hd Uppsala
## 126 Vaksala sn (nu Uppsala) Vaksala hd Uppsala
## 127 Vaksala sn (nu Uppsala) Vaksala hd Uppsala
## 128 Vaksala sn Vaksala hd Uppsala
## 129 Vaksala sn Vaksala hd Uppsala
## 130 Vaksala sn (nu Uppsala) Vaksala hd Uppsala
## 131 Vaksala sn Vaksala hd Uppsala
## 132 Vaksala sn Vaksala hd Uppsala
## 133 Vaksala sn Vaksala hd Uppsala
## 134 Vaksala sn Vaksala hd Uppsala
## 135 Gamla Uppsala sn (nu Uppsala) Vaksala hd Uppsala
## 136 Gamla Uppsala sn (nu Uppsala) Vaksala hd Uppsala
## 137 Gamla Uppsala sn (nu Uppsala) Vaksala hd Uppsala
## 138 Gamla Uppsala sn (nu Uppsala) Vaksala hd Uppsala
## 139 Gamla Uppsala sn (nu Uppsala) Vaksala hd Uppsala
## 140 Gamla Uppsala sn (nu Uppsala) Vaksala hd Uppsala
## 141 Gamla Uppsala sn (nu Uppsala) Vaksala hd Uppsala
## 142 Gamla Uppsala sn (nu Uppsala) Vaksala hd Uppsala
## 143 Funbo sn Rasbo hd Uppsala
## 144 Funbo sn Rasbo hd Uppsala
## 145 Funbo sn Rasbo hd Uppsala
## 146 Funbo sn Rasbo hd Uppsala
## 147 Funbo sn Rasbo hd Uppsala
## 148 Funbo sn Rasbo hd Uppsala
## 149 Funbo sn Rasbo hd Uppsala
## 150 Funbo sn Rasbo hd Uppsala
## 151 Funbo sn Rasbo hd Uppsala
## 152 Funbo sn Rasbo hd Uppsala
## 153 Funbo sn Rasbo hd Uppsala
## 154 Funbo sn Rasbo hd Uppsala
## 155 Funbo sn Rasbo hd Uppsala
## 156 Rasbo sn Rasbo hd Uppsala
## 157 Rasbo sn Rasbo hd Uppsala
## 158 Rasbo sn Rasbo hd Uppsala
## 159 Rasbo sn Rasbo hd Uppsala
## 160 Rasbo sn Rasbo hd Uppsala
## 161 Rasbo sn Rasbo hd Uppsala
## 162 Rasbo sn Rasbo hd Uppsala
## 163 Rasbo sn Rasbo hd Uppsala
## 164 Rasbo sn Rasbo hd Uppsala
## 165 Rasbo sn Rasbo hd Uppsala
## 166 Rasbo sn Rasbo hd Uppsala
## 167 Rasbo sn Rasbo hd Uppsala
## 168 Rasbokils sn Rasbo hd Uppsala
## 169 Ärentuna sn Norunda hd Uppsala
## 170 Ärentuna sn Norunda hd Uppsala
## 171 Ärentuna sn Norunda hd Uppsala
## 172 Ärentu0 sn Norunda hd Uppsala
## 173 Ärentu0 sn Norunda hd Uppsala
## 174 Ärentu0 sn Norunda hd Uppsala
## 175 Ärentu0 sn Norunda hd Uppsala
## 176 Ärentu0 sn Norunda hd Uppsala
## 177 Ärentu0 sn Norunda hd Uppsala
## 178 Ärentu0 sn Norunda hd Uppsala
## 179 Ärentu0 sn Norunda hd Uppsala
## 180 Ärentuna sn Norunda hd Uppsala
## 181 Ärentu0 sn Norunda hd Uppsala
## 182 Lena sn Norunda hd Uppsala
## 183 Lena sn Norunda hd Uppsala
## 184 Lena sn Norunda hd Uppsala
## 185 Lena sn Norunda hd Uppsala
## 186 Lena sn Norunda hd Uppsala
## 187 Le0 sn Norunda hd Uppsala
## 188 Le0 sn Norunda hd Uppsala
## 189 Le0 sn Norunda hd Uppsala
## 190 Tensta sn Norunda hd Uppsala
## 191 Tensta sn Norunda hd Uppsala
## 192 Tensta sn Norunda hd Uppsala
## 193 Tensta sn Norunda hd Uppsala
## 194 Tensta sn Norunda hd Uppsala
## 195 Tensta sn Norunda hd Uppsala
## 196 Tensta sn Norunda hd Uppsala
## 197 Tensta sn Norunda hd Uppsala
## 198 Tensta sn Norunda hd Uppsala
## 199 Tensta sn Norunda hd Uppsala
## 200 Tensta sn Norunda hd Uppsala
## 201 Björklinge sn Norunda hd Uppsala
## 202 Björklinge sn Norunda hd Uppsala
## 203 Björklinge sn Norunda hd Uppsala
## 204 Björklinge sn Norunda hd Uppsala
## 205 Björklinge sn Norunda hd Uppsala
## 206 Björklinge sn Norunda hd Uppsala
## 207 Björklinge sn Norunda hd Uppsala
## 208 Björklinge sn Norunda hd Uppsala
## 209 Björklinge sn Norunda hd Uppsala
## 210 Björklinge sn Norunda hd Uppsala
## 211 Björklinge sn Norunda hd Uppsala
## 212 Björklinge sn Norunda hd Uppsala
## 213 Björklinge sn Norunda hd Uppsala
## 214 Björklinge sn Norunda hd Uppsala
## 215 Björklinge sn Norunda hd Uppsala
## 216 Björklinge sn Norunda hd Uppsala
## 217 Viksta sn Norunda hd Uppsala
## 218 Viksta sn Norunda hd Uppsala
## 219 Viksta sn Norunda hd Uppsala
## 220 Viksta sn Norunda hd Uppsala
## 221 Viksta sn Norunda hd Uppsala
## 222 Åkerby sn Bälinge hd Uppsala
## 223 Åkerby sn Bälinge hd Uppsala
## 224 Åkerby sn Bälinge hd Uppsala
## 225 Åkerby sn Bälinge hd Uppsala
## 226 Åkerby sn Bälinge hd Uppsala
## 227 Åkerby sn Bälinge hd Uppsala
## 228 Bälinge sn Bälinge hd Uppsala
## 229 Bälinge sn Bälinge hd Uppsala
## 230 Bälinge sn Bälinge hd Uppsala
## 231 Bälinge sn Bälinge hd Uppsala
## 232 Bälinge sn Bälinge hd Uppsala
## 233 Bälinge sn Bälinge hd Uppsala
## 234 Bälinge sn Bälinge hd Uppsala
## 235 Bälinge sn Bälinge hd Uppsala
## 236 Bälinge sn Bälinge hd Uppsala
## 237 Bälinge sn Bälinge hd Uppsala
## 238 Bälinge sn Bälinge hd Uppsala
## 239 Bälinge sn Bälinge hd Uppsala
## 240 Bälinge sn Bälinge hd Uppsala
## 241 Bälinge sn Bälinge hd Uppsala
## 242 Bälinge sn Bälinge hd Uppsala
## 243 Bälinge sn Bälinge hd Uppsala
## 244 Bälinge sn Bälinge hd Uppsala
## 245 Bälinge sn Bälinge hd Uppsala
## 246 Bälinge sn Bälinge hd Uppsala
## 247 Bälinge sn Bälinge hd Uppsala
## 248 Bälinge sn Bälinge hd Uppsala
## 249 Bälinge sn Bälinge hd Uppsala
## 250 Bälinge sn Bälinge hd Uppsala
## 251 Bälinge sn Bälinge hd Uppsala
## 252 Bälinge sn Bälinge hd Uppsala
## 253 Bälinge sn Bälinge hd Uppsala
## 254 Bälinge sn Bälinge hd Uppsala
## 255 Bälinge sn Bälinge hd Uppsala
## 256 Bälinge sn Bälinge hd Uppsala
## 257 Bälinge sn Bälinge hd Uppsala
## 258 Bälinge sn Bälinge hd Uppsala
## 259 Bälinge sn Bälinge hd Uppsala
## 260 Bälinge sn Bälinge hd Uppsala
## 261 Bälinge sn Bälinge hd Uppsala
## 262 Bälinge sn Bälinge hd Uppsala
## 263 Bälinge sn Bälinge hd Uppsala
## 264 Bälinge sn Bälinge hd Uppsala
## 265 Skuttunge sn Bälinge hd Uppsala
## 266 Skuttunge sn Bälinge hd Uppsala
## 267 Skuttunge sn Bälinge hd Uppsala
## 268 Skuttunge sn Bälinge hd Uppsala
## 269 Skuttunge sn Bälinge hd Uppsala
## 270 Skuttunge sn Bälinge hd Uppsala
## 271 Skuttunge sn Bälinge hd Uppsala
## 272 Skuttunge sn Bälinge hd Uppsala
## 273 Skuttunge sn Bälinge hd Uppsala
## 274 Skuttunge sn Bälinge hd Uppsala
## 275 Skuttunge sn Bälinge hd Uppsala
## 276 Skuttunge sn Bälinge hd Uppsala
## 277 Skuttunge sn Bälinge hd Uppsala
## 278 Skuttunge sn Bälinge hd Uppsala
## 279 Stavby sn Olands hd Uppsala
## 280 Tu0 sn Olands hd Uppsala
## 281 Tu0 sn Olands hd Uppsala
## 282 Tu0 sn Olands hd Uppsala
## 283 Uppsala Uppsala Uppsala
## 284 Bälinge sn Bälinge hd Uppsala
## 285 Uppsala Uppsala Uppsala
## 286 Uppsala Uppsala Uppsala
## 287 Uppsala Uppsala Uppsala
## 288 Uppsala <NA> Uppsala
## 289 Uppsala <NA> Uppsala
## 290 Uppsala Uppsala Uppsala
## 291 Uppsala Uppsala Uppsala
## 292 Björklinge sn Norunda hd Uppsala
## 293 Balingsta sn Hagunda hd Uppsala
## 294 Uppsala <NA> Uppsala
## 295 Uppsala <NA> Uppsala
## 296 Uppsala Uppsala Uppsala
## 297 Östu0 sn Långhundra hd Uppsala
## 298 Uppsala <NA> Uppsala
## 299 Funbo sn Rasbo hd Uppsala
## 300 Uppsala Uppsala Uppsala
## 301 Gamla Uppsala sn (nu Uppsala) Vaksala hd Uppsala
## 302 Vaksala sn Vaksala hd Uppsala
## 303 Uppsala <NA> Uppsala
## 304 Gamla Uppsala sn (nu Uppsala) Vaksala hd Uppsala
## 305 Skogstibble sn (nu Skogs-Tibble) Hagunda hd Uppsala
## Classification Latitude Long Longitude Lat
## 1 Pr3? 59.90246 6644776 18.38027 1643931
## 2 ? 59.90246 6644785 18.38027 1643937
## 3 ? 59.90307 6645124 18.24494 1636497
## 4 Pr4 59.75983 6628018 17.57316 1599369
## 5 ? 59.75983 6627999 17.57316 1599369
## 6 Pr5 59.77639 6629832 17.50696 1595918
## 7 ? 59.75513 6627222 17.55745 1598759
## 8 Pr4 59.76692 6628874 17.55598 1598176
## 9 Pr2 59.76692 6628860 17.55598 1598180
## 10 Pr3 - Pr4? 59.75252 6627089 17.51065 1595827
## 11 Pr4 59.75252 6627098 17.51065 1595832
## 12 Pr4 59.54384 6627845 17.50061 1594481
## 13 ? 59.76390 6628252 17.42530 1591040
## 14 ? 59.76390 6628252 17.42530 1591040
## 15 Pr4 59.76390 6628252 17.42530 1591040
## 16 ? 59.76390 6628252 17.42530 1591040
## 17 ? 58.39164 6628167 13.58024 1591098
## 18 Pr4 59.76266 6628197 17.42505 1590893
## 19 Pr2? 59.76266 6628790 17.42505 1590300
## 20 Pr4 59.46620 6625872 15.36507 1590017
## 21 Fp 59.46620 6626000 15.36507 1589840
## 22 Pr4? 59.11796 6627300 15.12056 1592650
## 23 Pr3 59.77923 6630161 17.42597 1590582
## 24 Pr3 59.77923 6630100 17.42597 1590580
## 25 Pr3? 59.85856 6626591 17.63893 1592550
## 26 Pr4? 59.84621 6628672 16.91005 1589289
## 27 ? 59.99897 6627200 17.86228 1590850
## 28 Pr2? 59.73638 6625825 17.46254 1593100
## 29 Pr2? 59.73638 6626116 17.46254 1592845
## 30 Pr3? 59.80162 6632382 17.37639 1588198
## 31 Pr3 59.79457 6631388 17.36904 1587808
## 32 Fp 59.79457 6631289 17.36904 1587770
## 33 <NA> 59.81302 6633909 17.38190 1587061
## 34 Pr3 59.81538 6633900 17.35687 1587000
## 35 Pr4 59.78675 6631010 17.43718 1591143
## 36 Pr5 59.83157 6635442 17.31847 1584774
## 37 ? 59.83157 6635435 17.31847 1584773
## 38 ? 59.83157 6635435 17.31847 1584773
## 39 ? 59.73888 6635530 17.72977 1584775
## 40 Pr3 - Pr4 59.83722 6636256 17.30580 1584417
## 41 Pr4 59.83722 6636198 17.30580 1584306
## 42 Pr4 59.83722 6636250 17.30580 1584125
## 43 Pr4 59.81681 6634010 17.34168 1586150
## 44 ? 59.81243 6633153 17.33957 1586380
## 45 Pr4 59.87702 6640966 17.28477 1582025
## 46 Pr4 59.87702 6640434 17.28477 1583058
## 47 Pr2 59.78766 6631139 17.59470 1600474
## 48 ? 59.78766 6631139 17.59470 1600474
## 49 Pr3 - Pr4 59.77710 6631701 16.97451 1598773
## 50 Pr4 59.80633 6633530 17.52958 1593821
## 51 Pr4 59.84916 6637825 17.58997 1599750
## 52 Pr1? 59.83869 6636750 17.57624 1599600
## 53 Pr4 59.83087 6636281 17.61769 1600744
## 54 Pr4 59.83087 6636345 17.61769 1600720
## 55 Pr4 59.79351 6632407 17.62259 1601366
## 56 ? 59.84860 6637821 17.52333 1596300
## 57 Pr3 - Pr4? 59.84140 6637367 17.49619 1596086
## 58 Pr4? 59.84298 6637031 17.56558 1598078
## 59 Pr3? 59.87714 6637742 17.27891 1595831
## 60 Pr3 59.87714 6637359 17.27891 1596101
## 61 ? 59.85610 6638531 17.43522 1591323
## 62 Pr5 59.85865 6637537 17.43024 1591756
## 63 Pr4 59.85963 6639397 17.40040 1589397
## 64 Pr4 59.85957 6641673 17.42624 1587962
## 65 ? 59.86492 6639500 17.42799 1591075
## 66 Pr4 59.85191 6638100 17.43786 1591400
## 67 Pr4? 60.02125 6639072 17.69786 1587459
## 68 KB 59.88391 6641703 17.50015 1594931
## 69 Pr4 59.85684 6640837 17.80242 1594978
## 70 Pr5 59.92293 6644387 18.67544 1595487
## 71 Pr4? 59.88710 6641250 17.49667 1594975
## 72 KB 59.92216 6645900 17.46425 1593150
## 73 Pr4 59.94257 6648093 17.42315 1590460
## 74 <NA> 59.94257 6648139 17.42315 1590437
## 75 Pr5 59.95494 6649336 17.40191 1589287
## 76 Pr4 59.95494 6649552 17.40191 1589166
## 77 KB 59.94815 6648856 17.40690 1589586
## 78 Pr4? 59.92691 6646443 17.44213 1592155
## 79 Pr4 59.85815 6639052 17.63363 1602466
## 80 Pr5? 59.85815 6639052 17.63363 1602466
## 81 ? 59.85815 6639052 17.63363 1602466
## 82 Pr4 59.85815 6639052 17.63363 1602466
## 83 Pr4? 59.85815 6639048 17.63363 1602454
## 84 ? 59.85815 6639048 17.63363 1602454
## 85 ? 59.85815 6639048 17.63363 1602454
## 86 Pr4? 59.85815 6639024 17.63363 1602510
## 87 ? 59.85815 6639048 17.63363 1602454
## 88 Pr4? 59.85815 6639032 17.63363 1602525
## 89 Pr3 - Pr4 59.85815 6639048 17.63363 1602454
## 90 Pr5 59.85815 6639022 17.63363 1602506
## 91 Pr4 59.85815 6639036 17.63363 1602528
## 92 Pr4 59.85815 6639030 17.63363 1602521
## 93 ? 59.85856 6639100 17.63893 1602500
## 94 Pr3 59.86018 6639235 17.63594 1602630
## 95 Pr4 59.93865 6639225 16.86228 1602610
## 96 Pr4 59.93865 6639225 16.86228 1602610
## 97 Pr3 59.93865 6639225 16.86228 1602610
## 98 Pr3 - Pr4 [Gräslund muntligt] 59.93865 6639219 16.86228 1602602
## 99 Pr1 - Pr2 59.85765 6639100 17.64127 1602512
## 100 Pr2 59.85742 6638975 17.63128 1602400
## 101 Pr4? 59.85856 6639100 17.63893 1602500
## 102 Pr3 59.83294 6636435 17.74484 1608750
## 103 KB 59.83294 6636459 17.74484 1608774
## 104 Pr1 - Pr2 59.82496 6635463 17.73187 1608071
## 105 Pr4 59.83239 6635549 17.74485 1608342
## 106 ? 59.87698 6639862 17.68572 1608079
## 107 Pr4 60.08194 6637349 17.70196 1609470
## 108 KB, Pr2 59.80712 6637130 17.81922 1607066
## 109 Pr4 59.85256 6638425 17.74415 1608325
## 110 ? 59.85256 6638510 17.74415 1608565
## 111 Pr1? 59.93259 6633950 17.48315 1609125
## 112 Pr3? 59.83333 6635900 17.76667 1610600
## 113 Pr3 59.85033 6638161 17.77073 1610189
## 114 Pr4? 59.84875 6637945 17.77772 1610020
## 115 ? 59.83230 6636513 17.71994 1607552
## 116 Pr5 59.87601 6641117 17.68635 1605339
## 117 ? 59.87601 6641130 17.68635 1605340
## 118 Pr4 59.87601 6641121 17.68635 1605361
## 119 Pr5 59.87601 6641181 17.68635 1605316
## 120 RAK 59.87601 6641173 17.68635 1605316
## 121 Pr1 59.87601 6641164 17.68635 1605316
## 122 ? 59.87601 6641158 17.68635 1605316
## 123 ? 59.87601 6641102 17.68635 1605359
## 124 ? 59.87601 6641117 17.68635 1605339
## 125 Pr4? 59.87698 6640720 17.68572 1605925
## 126 Pr3 - Pr4 59.87698 6640623 17.68572 1605999
## 127 Pr5 59.87698 6640623 17.68572 1605999
## 128 Fp 59.87698 6642186 17.68572 1605343
## 129 ? 59.84523 6637800 17.70631 1606600
## 130 Pr5 59.87552 6640790 17.67275 1604473
## 131 Pr5 59.88670 6642537 17.72480 1607611
## 132 ? 59.89762 6643098 17.72345 1607407
## 133 Pr4 59.54011 6643562 17.50371 1604533
## 134 Pr4? 59.90793 6644650 17.67460 1604475
## 135 Pr2 59.89950 6643643 17.63191 1602252
## 136 ? 59.89950 6643667 17.63191 1602218
## 137 Pr4? 59.89733 6643650 17.63685 1602100
## 138 ? 59.87698 6645200 17.68572 1602950
## 139 Pr3? 59.88337 6642281 17.61964 1600634
## 140 Pr4? 59.85522 6649950 17.61064 1604325
## 141 Pr4 - Pr5 59.91447 6646040 17.65122 1603657
## 142 Pr3 - Pr4? 59.90525 6644250 17.64201 1602750
## 143 Pr3 59.85594 6639209 17.85544 1614862
## 144 ? 59.85594 6639170 17.85544 1614893
## 145 <NA> 59.85594 6639209 17.85544 1614862
## 146 Fp 59.86091 6640063 17.82014 1613203
## 147 Pr3 - Pr4 59.86091 6640070 17.82014 1613197
## 148 Fp 59.86091 6639894 17.82014 1613117
## 149 Pr4 59.85684 6639321 17.80242 1612568
## 150 ? 59.85684 6639100 17.80242 1612000
## 151 Pr4 59.85698 6639300 17.85802 1615050
## 152 Pr4 59.85790 6639307 17.84526 1614280
## 153 Pr4 59.96201 6636833 17.57492 1612062
## 154 Pr2 59.84248 6637098 17.86259 1614953
## 155 Fp 59.85545 6640814 17.85364 1611735
## 156 ? 59.94947 6649630 17.87948 1615918
## 157 ? 59.94947 6649642 17.87948 1615913
## 158 ? 59.94947 6649617 17.87948 1615924
## 159 Pr4? 59.85856 6644388 17.63893 1614884
## 160 Pr3?? 59.85856 6644377 17.63893 1614888
## 161 Pr4? 59.96301 6651571 17.91956 1618680
## 162 Pr4 59.95252 6649457 17.89719 1616565
## 163 Pr4 59.91667 6644473 17.88333 1617110
## 164 Pr4 59.95644 6650325 17.83664 1613675
## 165 Pr3 59.94623 6648910 17.82003 1612814
## 166 Pr4 59.86793 6647190 17.68888 1616506
## 167 Pr4 59.93825 6648400 17.81687 1612470
## 168 Pr3 - Pr4 59.99282 6654403 17.86039 1614682
## 169 ? 59.95554 6649847 17.60605 1600604
## 170 Pr5 59.95554 6649764 17.60605 1600608
## 171 Pr5? 59.95554 6649769 17.60605 1600615
## 172 Pr2? 59.97734 6652724 17.61549 1601240
## 173 ? 59.97734 6652800 17.61549 1601100
## 174 Pr4 59.95115 6649585 17.61846 1601476
## 175 Pr4 59.97949 6652934 17.64794 1602093
## 176 Pr4 59.97949 6652334 17.64794 1603196
## 177 Pr4? 59.95939 6649200 17.60397 1600850
## 178 Pr4 59.95939 6650776 17.70569 1605707
## 179 Pr4? 59.95052 6648550 17.83030 1602375
## 180 Pr4 59.97007 6651346 17.63500 1602371
## 181 ? 59.97007 6651625 17.63500 1602225
## 182 Pr4 60.01189 6656203 17.72183 1606857
## 183 Pr4 60.01189 6656203 17.72183 1606857
## 184 ? 60.01189 6656319 17.72183 1606899
## 185 ? 60.01189 6656310 17.72183 1606905
## 186 Pr4 58.86545 6660100 15.37537 1607525
## 187 ? 60.01470 6656543 17.68621 1604988
## 188 Pr4 59.99001 6653809 17.71657 1606762
## 189 RAK? 59.97121 6651827 17.71598 1606730
## 190 Pr5 60.04077 6659442 17.67195 1604033
## 191 Pr4? 60.04077 6659397 17.67195 1604055
## 192 Pr4 60.04077 6659416 17.67195 1604052
## 193 ? 60.04077 6659450 17.67195 1604025
## 194 Pr4? 60.02177 6657400 17.69821 1615650
## 195 Pr4 60.04163 6659095 17.65642 1602987
## 196 Pr4 60.05608 6661006 17.62415 1601028
## 197 Pr3 - Pr4 60.07238 6661965 17.66913 1603417
## 198 Pr4 59.64924 6659355 17.79055 1601013
## 199 Pr3 - Pr4 60.02534 6656623 17.63784 1601883
## 200 Pr5 60.02534 6656900 17.63784 1602250
## 201 Pr4 - Pr5 60.02699 6657733 17.55252 1597403
## 202 Pr4 60.02699 6657732 17.55252 1597411
## 203 Pr4 60.02699 6657729 17.55252 1597421
## 204 Pr4? 60.02699 6657727 17.55252 1597432
## 205 ? 60.02699 6657731 17.55252 1597422
## 206 Pr4? 60.02699 6657730 17.55252 1597360
## 207 Pr4? 60.03178 6657621 17.55210 1597259
## 208 Pr4 60.04195 6659200 17.46667 1593550
## 209 Pr4? 60.03713 6658997 17.47191 1593322
## 210 ? 60.03178 6654720 17.55210 1597859
## 211 <NA> 60.04095 6659050 17.54126 1596700
## 212 Pr4 60.04095 6659712 17.54126 1596728
## 213 Pr4 60.01579 6655224 17.58158 1598959
## 214 Pr4? 60.01579 6656322 17.58158 1598872
## 215 Pr4? 60.03178 6661844 17.55210 1596098
## 216 Pr4? 60.02265 6657309 17.56360 1597674
## 217 Pr3 - Pr4 60.07727 6663454 17.63943 1602113
## 218 Pr4 60.11007 6667218 17.53445 1595747
## 219 Pr4 60.15605 6671945 17.49359 1593677
## 220 ? 60.04064 6662800 18.08067 1603700
## 221 Pr4 60.07406 6662979 17.62157 1601182
## 222 Pr1 59.90969 6646132 18.26603 1594572
## 223 Pr1 59.90969 6646134 18.26603 1594565
## 224 ? 59.90969 6646116 18.26603 1594604
## 225 Pr4 59.90969 6646426 18.26603 1594105
## 226 Pr4 59.90969 6647413 18.26603 1592938
## 227 Pr3 59.90969 6646969 18.26603 1594793
## 228 Pr4 59.94603 6648692 17.52963 1596352
## 229 Pr5 59.94603 6648685 17.52963 1596376
## 230 Pr4? 59.94603 6648685 17.52963 1596376
## 231 Pr4? 59.94603 6648685 17.52963 1596376
## 232 Pr4? 59.94603 6648685 17.52963 1596376
## 233 ? 59.94603 6648673 17.52963 1596312
## 234 ? 59.94603 6648685 17.52963 1596376
## 235 <NA> 59.94603 6648692 17.52963 1596352
## 236 Pr4 - Pr5 59.92807 6646710 17.56140 1598028
## 237 Pr5? 59.92807 6646700 17.56140 1598030
## 238 Pr5? 59.92778 6647322 17.56192 1597665
## 239 ? 59.92807 6647340 17.56140 1597670
## 240 Pr4? 59.96255 6650750 17.54477 1597200
## 241 Pr5 59.94574 6648763 17.55411 1598324
## 242 Pr4 59.94882 6651635 17.53322 1598361
## 243 Pr4 59.94882 6651100 17.53322 1598550
## 244 Pr4 59.96201 6650600 17.57492 1598850
## 245 Pr4 59.96201 6650750 17.57492 1598800
## 246 Pr4 59.62524 6647093 17.85157 1599603
## 247 Pr4 - Pr5? 59.62524 6647050 17.85157 1599700
## 248 Pr4? 59.94475 6647500 17.54083 1595800
## 249 Pr4 59.86832 6649850 17.57228 1595923
## 250 Pr4 59.95915 6650154 17.52921 1596336
## 251 Pr4 59.85856 6649140 17.63893 1600795
## 252 Pr4 59.86096 6648050 17.71640 1597440
## 253 Pr5 59.86096 6648050 17.71640 1597440
## 254 Pr4 59.92692 6646400 17.53105 1596400
## 255 Pr4? 59.92692 6646665 17.53105 1596250
## 256 Pr4 59.92692 6646675 17.53105 1596230
## 257 Pr4 59.92692 6646650 17.53105 1596339
## 258 ? 59.92692 6646600 17.53105 1596450
## 259 Pr4 59.93396 6647600 17.59822 1600100
## 260 Pr4? 59.93396 6647600 17.59822 1600125
## 261 Pr4 59.95000 6648261 17.46667 1593675
## 262 Pr4? 59.95250 6649300 17.50131 1594700
## 263 Pr4 59.93890 6647730 17.49339 1594475
## 264 Pr4 59.93890 6647746 17.49339 1594467
## 265 Pr4 59.99852 6654509 17.51457 1595399
## 266 Pr4 - Pr5? 59.99852 6654516 17.51457 1595413
## 267 Pr4 59.98736 6656020 16.47794 1590471
## 268 Pr4 59.98267 6652922 17.51758 1596195
## 269 ? 59.75168 6653500 17.53491 1596850
## 270 Pr4? 60.02640 6657340 17.53012 1596570
## 271 ? 60.08194 6656500 17.70196 1589500
## 272 Pr3 - Pr4? 59.99047 6653400 17.50626 1596000
## 273 Pr4 59.99409 6654100 17.50148 1594725
## 274 Pr4 60.03623 6658631 17.52113 1596044
## 275 Pr4 60.00725 6655976 17.52954 1596327
## 276 Pr4 60.00725 6655500 17.52954 1596152
## 277 Pr4 - Pr5 60.00725 6655500 17.52954 1596152
## 278 ? 60.00725 6655246 17.52954 1595891
## 279 Pr4 60.01021 6656538 17.96658 1620559
## 280 Pr4? 59.85856 6657834 17.63893 1625972
## 281 ? 59.85856 6657796 17.63893 1626006
## 282 <NA> 59.73485 6658977 18.01993 1626281
## 283 <NA> 59.85832 6639075 17.63619 1602600
## 284 <NA> 59.94603 6648685 17.52963 1596376
## 285 ? 59.85856 6639266 17.63893 1602711
## 286 <NA> 59.85856 6639266 17.63893 1602711
## 287 Pr4? 59.93865 6639219 16.86228 1602602
## 288 Pr4 59.85815 6639052 17.63363 1602466
## 289 ? 59.85815 6639052 17.63363 1602466
## 290 Pr5? [Källström i SRI 10 Dig. suppl.] 59.85895 6639125 17.63928 1602675
## 291 ? 59.93865 6639246 16.86228 1602599
## 292 <NA> 60.00095 6654977 17.54131 1596698
## 293 <NA> 58.39164 6628167 13.58024 1591098
## 294 Pr2? 59.85815 6639027 17.63363 1602516
## 295 Pr4 59.85815 6639041 17.63363 1602527
## 296 ? 59.93865 6639225 16.86228 1602610
## 297 Pr4? 59.76178 6628357 17.93379 1619501
## 298 Pr4? 59.84985 6638000 17.64027 1602800
## 299 ? 59.85659 6639155 17.82648 1613163
## 300 <NA> 59.85856 6638875 17.63893 1602925
## 301 Pr5(?) [Fv 2012] 59.89950 6643643 17.63191 1602252
## 302 <NA> 59.87601 6641117 17.68635 1605339
## 303 <NA> 59.85856 6639100 17.63893 1602500
## 304 Pr3 - Pr4? [Gräslund muntligt] 59.91338 6645027 17.57525 1599083
## 305 <NA> 59.99897 6635318 17.86228 1584765runedata <- read_xlsx("1Gotlandclean.xlsx")
as.data.frame(runedata) ## Signum Crosses Plats Socken
## 1 G 1 M 0 Sundre kyrka Sundre sn
## 2 G 2 M 0 Sundre kyrka Sundre sn
## 3 G 3 M 0 Sundre kyrka Sundre sn
## 4 G 4 †M 0 Vamlingbo kyrka Vamlingbo sn
## 5 G 5 †$M 0 Vamlingbo kyrka Vamlingbo sn
## 6 G 6 †M 0 Vamlingbo kyrka Vamlingbo sn
## 7 G 7 †M 0 Vamlingbo kyrka Vamlingbo sn
## 8 G 8 M 0 Sigraifs Vamlingbo sn
## 9 G 9 †M 0 Storms Vamlingbo sn
## 10 G 11 †M 0 Hamra kyrka Hamra sn
## 11 G 12 M 0 Hamra kyrka Hamra sn
## 12 G 13 M 0 Hamra kyrka Hamra sn
## 13 G 14 M 0 Hamra kyrka Hamra sn
## 14 G 15 †M 0 Hamra kyrka Hamra sn
## 15 G 16 †$M 0 Hamra kyrka Hamra sn
## 16 G 17 M 0 Hamra kyrka Hamra sn
## 17 G 18 M 0 Hamra kyrka Hamra sn
## 18 G 19 M 0 Hamra kyrka Hamra sn
## 19 G 21 M 0 Öja kyrka Öja sn
## 20 G 22 †$M 0 Öja kyrka Öja sn
## 21 G 23 †M 0 Öja kyrka Öja sn
## 22 G 24 M 0 Öja kyrka Öja sn
## 23 G 25 M 0 Öja kyrka Öja sn
## 24 G 26 M 0 Öja kyrka Öja sn
## 25 G 27 $M 0 Öja kyrka Öja sn
## 26 G 28 $M 0 Fide kyrka Fide sn
## 27 G 29 †M 0 Fide kyrka Fide sn
## 28 G 30 †M 0 Fide kyrka Fide sn
## 29 G 32 $M 0 Anderse Fide sn
## 30 G 33 $M 0 Näs kyrka Näs sn
## 31 G 34 $M 0 Näs kyrka Näs sn
## 32 G 35 M 0 Grötlingbo kyrka Grötlingbo sn
## 33 G 36 $M 0 Grötlingbo kyrka Grötlingbo sn
## 34 G 36B M 0 Grötlingbo kyrka Grötlingbo sn
## 35 G 37 0 Grötlingbo kyrka Grötlingbo sn
## 36 G 39 †M 0 Koparve Grötlingbo sn
## 37 G 40 $ 0 Roes Grötlingbo sn
## 38 G 41 0 Viges Grötlingbo sn
## 39 G 42 M 0 Havdhems kyrka Havdhems sn
## 40 G 43 M 0 Havdhems kyrka Havdhems sn
## 41 G 44 †M 0 Havdhems kyrka Havdhems sn
## 42 G 46 M 0 Eke kyrka Eke sn
## 43 G 47 M 0 Eke kyrka Eke sn
## 44 G 50 $M 0 Eke kyrka Eke sn
## 45 G 51 M 0 Lilla Kruse Alva sn
## 46 G 52 0 Rone kyrka Rone sn
## 47 G 53 0 Rone kyrka Rone sn
## 48 G 55 $M 0 Hemse kyrka Hemse sn
## 49 G 57 0 Hemse Annexhemman Hemse sn
## 50 G 59 $ 0 Hablingbo kyrka Hablingbo sn
## 51 G 60 M 0 Hablingbo kyrka Hablingbo sn
## 52 G 61 M 0 Hablingbo kyrka Hablingbo sn
## 53 G 62 †M 0 Prästgården Hablingbo sn
## 54 G 63 M 0 Silte kyrka Silte sn
## 55 G 65 M 0 Sproge kyrka Sproge sn
## 56 G 66 $M 0 Sproge kyrka Sproge sn
## 57 G 67 $M 0 Sproge kyrka Sproge sn
## 58 G 68 M 0 Sproge kyrka Sproge sn
## 59 G 69 M 0 Sproge kyrka Sproge sn
## 60 G 70 M 0 Urgude Sproge sn
## 61 G 71 †$M 0 Eksta kyrka Eksta sn
## 62 G 72 † 0 Eksta kyrka Eksta sn
## 63 G 73 †M 0 Eksta kyrka Eksta sn
## 64 G 74 M 0 Eksta kyrka Eksta sn
## 65 G 75 M 0 Levide kyrka Levide sn
## 66 G 76 †M 0 Levide kyrka Levide sn
## 67 G 77 0 Levide kyrka Levide sn
## 68 G 80 $ 0 Linde kyrka Linde sn
## 69 G 82 M 0 Lojsta kyrka Lojsta sn
## 70 G 86 0 Stånga kyrka Stånga sn
## 71 G 87 0 Stånga kyrka Stånga sn
## 72 G 88 U 0 Kylver Stånga sn
## 73 G 90 M 0 Sigdes Burs sn
## 74 G 92 $ 0 Bosarve Närs sn
## 75 G 93 $ 0 Hallute Närs sn
## 76 G 94 $ 0 Mickelgårds Närs sn
## 77 G 95 M 0 Siglaifs Närs sn
## 78 G 96 0 Smiss Närs sn
## 79 G 97 $M 0 Etelhems kyrka Etelhems sn
## 80 G 99 M 0 Lye kyrka Lye sn
## 81 G 100 $M 0 Lye kyrka Lye sn
## 82 G 101 $M 0 Lye kyrka Lye sn
## 83 G 102 M 0 Lye kyrka Lye sn
## 84 G 103 $M 0 Lye kyrka Lye sn
## 85 G 104C M 0 Lye kyrka Lye sn
## 86 G 106 M 0 Garda kyrka Garda sn (Garde)
## 87 G 109 0 Ollaifs Alskogs sn
## 88 G 110 $ 0 Tjängvide Alskogs sn
## 89 G 111 $ 0 Ardre kyrka Ardre sn
## 90 G 111 $ 0 Ardre kyrka Ardre sn
## 91 G 112 $ 0 Ardre kyrka Ardre sn
## 92 G 113 0 Ardre kyrka Ardre sn
## 93 G 114 0 Ardre kyrka Ardre sn
## 94 G 115 $M 0 Gammelgarns kyrka Gammelgarns sn
## 95 G 116 $ 0 Smiss Kräklingbo sn
## 96 G 117 0 Smiss Kräklingbo sn
## 97 G 118 M 0 Anga kyrka Anga sn
## 98 G 122 M 0 Buttle kyrka Buttle sn
## 99 G 123 $M 0 Vänge kyrka Vänge sn
## 100 G 125 M 0 Vänge kyrka Vänge sn
## 101 G 132 M 0 Bondarve Guldrupe sn
## 102 G 133 $M 0 Viklau kyrka Viklau sn
## 103 G 134 0 Sjonhems kyrka Sjonhems sn
## 104 G 135 0 Sjonhems kyrka Sjonhems sn
## 105 G 136 †$ 0 Sjonhems kyrka Sjonhems sn
## 106 G 137 M 0 Sjonhems kyrka Sjonhems sn
## 107 G 138 0 Halla kyrka Halla sn
## 108 G 141 0 Unsarve Halla sn
## 109 G 151 M 0 Norrlanda kyrka Norrlanda sn
## 110 G 153 M 0 Norrlanda kyrka Norrlanda sn
## 111 G 154 †M 0 Hörsne kyrka Hörsne sn
## 112 G 156 M 0 Gothems kyrka Gothems sn
## 113 G 157 0 Gothems kyrka Gothems sn
## 114 G 158 $M 0 Gothems kyrka Gothems sn
## 115 G 161 $M 0 Fröjels kyrka Fröjels sn
## 116 G 163 M 0 Mulde Fröjels sn
## 117 G 164 M 0 Klinte kyrka Klinte sn
## 118 G 165 M 0 Klinte kyrka Klinte sn
## 119 G 166 M 0 Klinte kyrka Klinte sn
## 120 G 167 M 0 Klinte kyrka Klinte sn
## 121 G 168 †$M 0 Klinte kyrka Klinte sn
## 122 G 169 M 0 Klinte kyrka Klinte sn
## 123 G 170 M 0 Hejde kyrka Hejde sn
## 124 G 171 †M 0 Hejde kyrka Hejde sn
## 125 G 173 M 0 Väte kyrka Väte sn
## 126 G 174 M 0 Väte kyrka Väte sn
## 127 G 175 M 0 Väte kyrka Väte sn
## 128 G 176 M 0 Väte kyrka Väte sn
## 129 G 180 † 0 Västerväte Väte sn
## 130 G 181 0 Sanda kyrka Sanda sn
## 131 G 182 M 0 Sanda kyrka Sanda sn
## 132 G 183 M 0 Sanda kyrka Sanda sn
## 133 G 185 M 0 Lekarve Sanda sn
## 134 G 186 † 0 Stenhuse Sanda sn
## 135 G 187 0 Stenhuse Sanda sn
## 136 G 188 $ 0 Mästerby kyrka Mästerby sn
## 137 G 189 $ 0 Mästerby kyrka Mästerby sn
## 138 G 192 M 0 Västergarns kyrka Västergarns sn
## 139 G 193 † 0 Gamla folkskolan Västergarns sn
## 140 G 195 M 0 Tofta kyrka Tofta sn
## 141 G 196 M 0 Tofta kyrka Tofta sn
## 142 G 197 M 0 Tofta kyrka Tofta sn
## 143 G 198 M 0 Tofta kyrka Tofta sn
## 144 G 199 $M 0 Tofta kyrka Tofta sn
## 145 G 200 0 Atlingbo kyrka Atlingbo sn
## 146 G 201 M 0 Atlingbo kyrka Atlingbo sn
## 147 G 203 $ 0 Hogräns kyrka Hogräns sn
## 148 G 207 0 Stenkumla kyrka Stenkumla sn
## 149 G 208 0 Stenkumla kyrka Stenkumla sn
## 150 G 210 M 0 Västerhejde kyrka Västerhejde sn
## 151 G 211 M 0 Västerhejde kyrka Västerhejde sn
## 152 G 212 M 0 Björke kyrka Björke sn
## 153 G 213 M 0 Björke kyrka Björke sn
## 154 G 214 †M 0 Björke kyrka Björke sn
## 155 G 215 M 0 Roma kyrka Roma sn
## 156 G 216 $ 0 Timans Roma sn
## 157 G 218 0 Follingbo kyrka Follingbo sn
## 158 G 219 † 0 Follingbo kyrka Follingbo sn
## 159 G 220 $ 0 Hallfrede Follingbo sn
## 160 G 226 M 0 Ekeby kyrka Ekeby sn
## 161 G 227 0 Ekängen Ekeby sn
## 162 G 228 0 ? Ekeby sn (?)
## 163 G 229 M 0 Barlingbo kyrka Barlingbo sn
## 164 G 231 M 0 Vallstena kyrka Vallstena sn
## 165 G 232 M 0 Vallstena kyrka Vallstena sn
## 166 G 233 †M 0 Vallstena kyrka Vallstena sn
## 167 G 234 M 0 Vallstena kyrka Vallstena sn
## 168 G 237 0 Norrgården Vallstena sn
## 169 G 241 M 0 Hejnums kyrka Hejnums sn
## 170 G 242 M 0 Hejnums kyrka Hejnums sn
## 171 G 243 †M 0 Hejnums kyrka Hejnums sn
## 172 G 244 †M 0 Hejnums kyrka Hejnums sn
## 173 G 245 †M 0 Hejnums kyrka Hejnums sn
## 174 G 246 †M 0 Hejnums kyrka Hejnums sn
## 175 G 247 $M 0 Hejnums kyrka Hejnums sn
## 176 G 248 0 Riddare Hejnums sn
## 177 G 249 M 0 Fole kyrka Fole sn
## 178 G 250 M 0 Fole kyrka Fole sn
## 179 G 252 $ 0 Lokrume kyrka Lokrume sn
## 180 G 255 M 0 Bro kyrka Bro sn
## 181 G 257 †M 0 Bro Stainkalm Bro sn
## 182 G 260 M 0 Prästgården Väskinde sn
## 183 G 263 M? 0 Väskinds Väskinde sn
## 184 G 264 U 0 Martebo kyrka Martebo sn
## 185 G 265 †M 0 Martebo kyrka Martebo sn
## 186 G 266 $ 0 Stenkyrka kyrka Stenkyrka sn
## 187 G 268 0 Lillbjärs Stenkyrka sn
## 188 G 270 0 Tingstäde kyrka Tingstäde sn
## 189 G 271 M 0 Tingstäde kyrka Tingstäde sn
## 190 G 272 † 0 Tingstäde kyrka Tingstäde sn
## 191 G 274 M 0 Lunds Tingstäde sn
## 192 G 276 0 Boge kyrka Boge sn
## 193 G 277 †M 0 Boge kyrka Boge sn
## 194 G 279 0 Mojner Boge sn
## 195 G 280 0 Pilgårds Boge sn
## 196 G 281 0 Västers Boge sn
## 197 G 282 M 0 Othems kyrka Othems sn
## 198 G 283 M 0 Othems kyrka Othems sn
## 199 G 284 M 0 Othems kyrka Othems sn
## 200 G 285 †M 0 Othems kyrka Othems sn
## 201 G 286 †M 0 Othems kyrka Othems sn
## 202 G 286B † 0 Othemars Othems sn
## 203 G 288 M 0 Hellvi kyrka Hellvi sn
## 204 G 289 M 0 Hellvi kyrka Hellvi sn
## 205 G 290 M 0 Hellvi kyrka Hellvi sn
## 206 G 291 M 0 Hellvi kyrka Hellvi sn
## 207 G 292 M 0 Lärbro kyrka Lärbro sn
## 208 G 293 M 0 Lärbro kyrka Lärbro sn
## 209 G 294 M 0 Lärbro kyrka Lärbro sn
## 210 G 295 M 0 Lärbro kyrka Lärbro sn
## 211 G 296 †M 0 Lärbro kyrka Lärbro sn
## 212 G 297 †M 0 Lärbro kyrka Lärbro sn
## 213 G 298 †M 0 Lärbro kyrka Lärbro sn
## 214 G 299 †M 0 Lärbro kyrka Lärbro sn
## 215 G 300 $ 0 Lärbro kyrka Lärbro sn
## 216 G 301 †M 0 Lärbro kyrka Lärbro sn
## 217 G 302 †M 0 Lärbro kyrka Lärbro sn
## 218 G 303 †M 0 Prästgården Lärbro sn
## 219 G 305 0 Hangvars kyrka Hangvars sn
## 220 G 306 M 0 Hangvars kyrka Hangvars sn
## 221 G 307 M 0 Hangvars kyrka Hangvars sn
## 222 G 308 M 0 Hangvars kyrka Hangvars sn
## 223 G 309 0 Hangvars kyrka Hangvars sn
## 224 G 310 0 Hangvars kyrka Hangvars sn
## 225 G 311 0 Kullshage Hangvars sn
## 226 G 312 M 0 Halls kyrka Halls sn
## 227 G 313 M 0 Halls kyrka Halls sn
## 228 G 314 M 0 Halls kyrka Halls sn
## 229 G 315 †M 0 Halls kyrka Halls sn
## 230 G 316 †M 0 Halls kyrka Halls sn
## 231 G 317 M 0 Fleringe kyrka Fleringe sn
## 232 G 318 †M 0 Fleringe kyrka Fleringe sn
## 233 G 319 M 0 Rute kyrka Rute sn
## 234 G 320 M 0 Rute kyrka Rute sn
## 235 G 321 M 0 Rute kyrka Rute sn
## 236 G 322 M 0 Rute kyrka Rute sn
## 237 G 323 M 0 Rute kyrka Rute sn
## 238 G 325 0 Valla Rute sn
## 239 G 327 M 0 Bunge kyrka Bunge sn
## 240 G 328 M 0 Bunge kyrka Bunge sn
## 241 G 334 M 0 Fårö kyrka Fårö sn
## 242 G 335 †M 0 Fårö kyrka Fårö sn
## 243 G 336 †M 0 Fårö kyrka Fårö sn
## 244 G 336B M 0 Prästgården Fårö sn
## 245 G 337 M 0 Langhammars Fårö sn
## 246 G 338 M 0 Stora Hoburga Fårö sn
## 247 G 339 †M? 0 Broskog Fårö sn
## 248 G 340 M 0 S:t Clemens kyrkoruin Visby
## 249 G 341 $M 0 S:t Clemens kyrkoruin Visby
## 250 G 342 0 S:t Hans kyrkoruin Visby
## 251 G 343 0 S:t Hans kyrkoruin Visby
## 252 G 343 0 S:t Hans kyrkoruin Visby
## 253 G 344 M 0 S:t Pers kyrkoruin Visby
## 254 G 349 †M 0 S:ta Maria kyrka Visby
## 255 G 351 M 0 nära S:t Hans kyrkoruin Visby
## 256 G 364 M 0 Havdhems kyrka Havdhems sn
## 257 G 367 M 0 Eke kyrka Eke sn
## 258 G 368 0 Gudings gård Alva sn
## 259 G 370 $ 0 Hablingbo kyrka Hablingbo sn
## 260 G 373 0 Sproge kyrka Sproge sn
## 261 G 373 0 Sproge kyrka Sproge sn
## 262 G 375 M 0 Levide kyrka Levide sn
## 263 G 378 M 0 Burs kyrka Burs sn
## 264 G 379 SENTIDA 0 Närs kyrka Närs sn
## 265 G 381 M 0 Närs kyrka Närs sn
## 266 G 383 M 0 Lau kyrka Lau sn
## 267 G ATA351-3693-2013 0 Stenkyrka kyrka Stenkyrka sn
## Härad Kommun Classif
## 1 Hoburgs ting Gotland NA
## 2 Hoburgs ting Gotland NA
## 3 Hoburgs ting Gotland NA
## 4 Hoburgs ting Gotland NA
## 5 Hoburgs ting Gotland NA
## 6 Hoburgs ting Gotland NA
## 7 Hoburgs ting Gotland NA
## 8 Hoburgs ting Gotland NA
## 9 Hoburgs ting Gotland NA
## 10 Hoburgs ting Gotland NA
## 11 Hoburgs ting Gotland NA
## 12 Hoburgs ting Gotland NA
## 13 Hoburgs ting Gotland NA
## 14 Hoburgs ting Gotland NA
## 15 Hoburgs ting Gotland NA
## 16 Hoburgs ting Gotland NA
## 17 Hoburgs ting Gotland NA
## 18 Hoburgs ting Gotland NA
## 19 Hoburgs ting Gotland NA
## 20 Hoburgs ting Gotland NA
## 21 Hoburgs ting Gotland NA
## 22 Hoburgs ting Gotland NA
## 23 Hoburgs ting Gotland NA
## 24 Hoburgs ting Gotland NA
## 25 Hoburgs ting Gotland NA
## 26 Grötlinge ting Gotland NA
## 27 Grötlinge ting Gotland NA
## 28 Grötlinge ting Gotland NA
## 29 Grötlinge ting Gotland NA
## 30 Grötlinge ting Gotland NA
## 31 Grötlinge ting Gotland NA
## 32 Grötlinge ting Gotland NA
## 33 Grötlinge ting Gotland NA
## 34 Grötlinge ting Gotland NA
## 35 Grötlinge ting Gotland Pr3
## 36 Grötlinge ting Gotland NA
## 37 Grötlinge ting Gotland NA
## 38 Grötlinge ting Gotland NA
## 39 Grötlinge ting Gotland NA
## 40 Grötlinge ting Gotland NA
## 41 Grötlinge ting Gotland NA
## 42 Hemse ting Gotland NA
## 43 Hemse ting Gotland NA
## 44 Hemse ting Gotland NA
## 45 Hemse ting Gotland NA
## 46 Hemse ting Gotland NA
## 47 Hemse ting Gotland NA
## 48 Hemse ting Gotland NA
## 49 Hemse ting Gotland NA
## 50 Hablinge ting Gotland Pr3
## 51 Hablinge ting Gotland NA
## 52 Hablinge ting Gotland NA
## 53 Hablinge ting Gotland NA
## 54 Hablinge ting Gotland NA
## 55 Hablinge ting Gotland NA
## 56 Hablinge ting Gotland NA
## 57 Hablinge ting Gotland NA
## 58 Hablinge ting Gotland NA
## 59 Hablinge ting Gotland NA
## 60 Hablinge ting Gotland NA
## 61 Hablinge ting Gotland NA
## 62 Hablinge ting Gotland NA
## 63 Hablinge ting Gotland NA
## 64 Hablinge ting Gotland NA
## 65 Fardhems ting Gotland NA
## 66 Fardhems ting Gotland NA
## 67 Fardhems ting Gotland NA
## 68 Fardhems ting Gotland Pr3
## 69 Fardhems ting Gotland NA
## 70 Burs ting Gotland Pr4
## 71 Burs ting Gotland NA
## 72 Burs ting Gotland NA
## 73 Burs ting Gotland NA
## 74 Burs ting Gotland NA
## 75 Burs ting Gotland NA
## 76 Burs ting Gotland NA
## 77 Burs ting Gotland NA
## 78 Burs ting Gotland NA
## 79 Garda ting Gotland NA
## 80 Garda ting Gotland NA
## 81 Garda ting Gotland NA
## 82 Garda ting Gotland NA
## 83 Garda ting Gotland NA
## 84 Garda ting Gotland NA
## 85 Garda ting Gotland NA
## 86 Garda ting Gotland NA
## 87 Garda ting Gotland NA
## 88 Garda ting Gotland NA
## 89 Kräklinge ting Gotland Pr2
## 90 Kräklinge ting Gotland Pr3
## 91 Kräklinge ting Gotland NA
## 92 Kräklinge ting Gotland Pr3
## 93 Kräklinge ting Gotland Pr4
## 94 Kräklinge ting Gotland NA
## 95 Kräklinge ting Gotland NA
## 96 Kräklinge ting Gotland NA
## 97 Kräklinge ting Gotland NA
## 98 Halla ting Gotland NA
## 99 Halla ting Gotland NA
## 100 Halla ting Gotland NA
## 101 Halla ting Gotland NA
## 102 Halla ting Gotland NA
## 103 Halla ting Gotland Pr4
## 104 Halla ting Gotland Pr4
## 105 Halla ting Gotland NA
## 106 Halla ting Gotland NA
## 107 Halla ting Gotland NA
## 108 Halla ting Gotland Pr4
## 109 Lina ting Gotland NA
## 110 Lina ting Gotland NA
## 111 Lina ting Gotland NA
## 112 Lina ting Gotland NA
## 113 Lina ting Gotland NA
## 114 Lina ting Gotland NA
## 115 Hejde ting Gotland NA
## 116 Hejde ting Gotland NA
## 117 Hejde ting Gotland NA
## 118 Hejde ting Gotland NA
## 119 Hejde ting Gotland NA
## 120 Hejde ting Gotland NA
## 121 Hejde ting Gotland NA
## 122 Hejde ting Gotland NA
## 123 Hejde ting Gotland NA
## 124 Hejde ting Gotland NA
## 125 Hejde ting Gotland NA
## 126 Hejde ting Gotland NA
## 127 Hejde ting Gotland NA
## 128 Hejde ting Gotland NA
## 129 Hejde ting Gotland NA
## 130 Banda ting Gotland Pr2
## 131 Banda ting Gotland NA
## 132 Banda ting Gotland NA
## 133 Banda ting Gotland NA
## 134 Banda ting Gotland NA
## 135 Banda ting Gotland NA
## 136 Banda ting Gotland Pr5
## 137 Banda ting Gotland NA
## 138 Banda ting Gotland NA
## 139 Banda ting Gotland NA
## 140 Banda ting Gotland NA
## 141 Banda ting Gotland NA
## 142 Banda ting Gotland NA
## 143 Banda ting Gotland NA
## 144 Banda ting Gotland NA
## 145 Stenkumla ting Gotland Pr4
## 146 Stenkumla ting Gotland NA
## 147 Stenkumla ting Gotland Pr4
## 148 Stenkumla ting Gotland NA
## 149 Stenkumla ting Gotland Pr3
## 150 Stenkumla ting Gotland NA
## 151 Stenkumla ting Gotland NA
## 152 Dede ting Gotland NA
## 153 Dede ting Gotland NA
## 154 Dede ting Gotland NA
## 155 Dede ting Gotland NA
## 156 Dede ting Gotland NA
## 157 Dede ting Gotland NA
## 158 Dede ting Gotland NA
## 159 Dede ting Gotland Pr4
## 160 Endre ting Gotland NA
## 161 Endre ting Gotland NA
## 162 Endre ting Gotland NA
## 163 Endre ting Gotland NA
## 164 Bäls ting Gotland NA
## 165 Bäls ting Gotland NA
## 166 Bäls ting Gotland NA
## 167 Bäls ting Gotland NA
## 168 Bäls ting Gotland NA
## 169 Bäls ting Gotland NA
## 170 Bäls ting Gotland NA
## 171 Bäls ting Gotland NA
## 172 Bäls ting Gotland NA
## 173 Bäls ting Gotland NA
## 174 Bäls ting Gotland NA
## 175 Bäls ting Gotland NA
## 176 Bäls ting Gotland NA
## 177 Bro ting Gotland NA
## 178 Bro ting Gotland NA
## 179 Bro ting Gotland NA
## 180 Bro ting Gotland NA
## 181 Bro ting Gotland NA
## 182 Bro ting Gotland NA
## 183 Bro ting Gotland NA
## 184 Lummelunda ting Gotland NA
## 185 Lummelunda ting Gotland NA
## 186 Lummelunda ting Gotland NA
## 187 Lummelunda ting Gotland NA
## 188 Lummelunda ting Gotland NA
## 189 Lummelunda ting Gotland NA
## 190 Lummelunda ting Gotland NA
## 191 Lummelunda ting Gotland NA
## 192 Forsa ting Gotland NA
## 193 Forsa ting Gotland NA
## 194 Forsa ting Gotland NA
## 195 Forsa ting Gotland NA
## 196 Forsa ting Gotland NA
## 197 Forsa ting Gotland NA
## 198 Forsa ting Gotland NA
## 199 Forsa ting Gotland NA
## 200 Forsa ting Gotland NA
## 201 Forsa ting Gotland NA
## 202 Forsa ting Gotland NA
## 203 Forsa ting Gotland NA
## 204 Forsa ting Gotland NA
## 205 Forsa ting Gotland NA
## 206 Forsa ting Gotland NA
## 207 Forsa ting Gotland NA
## 208 Forsa ting Gotland NA
## 209 Forsa ting Gotland NA
## 210 Forsa ting Gotland NA
## 211 Forsa ting Gotland NA
## 212 Forsa ting Gotland NA
## 213 Forsa ting Gotland NA
## 214 Forsa ting Gotland NA
## 215 Forsa ting Gotland NA
## 216 Forsa ting Gotland NA
## 217 Forsa ting Gotland NA
## 218 Forsa ting Gotland NA
## 219 Forsa ting Gotland NA
## 220 Forsa ting Gotland NA
## 221 Forsa ting Gotland NA
## 222 Forsa ting Gotland NA
## 223 Forsa ting Gotland NA
## 224 Forsa ting Gotland NA
## 225 Forsa ting Gotland NA
## 226 Forsa ting Gotland NA
## 227 Forsa ting Gotland NA
## 228 Forsa ting Gotland NA
## 229 Forsa ting Gotland NA
## 230 Forsa ting Gotland NA
## 231 Rute ting Gotland NA
## 232 Rute ting Gotland NA
## 233 Rute ting Gotland NA
## 234 Rute ting Gotland NA
## 235 Rute ting Gotland NA
## 236 Rute ting Gotland NA
## 237 Rute ting Gotland NA
## 238 Rute ting Gotland NA
## 239 Rute ting Gotland NA
## 240 Rute ting Gotland NA
## 241 Rute ting Gotland NA
## 242 Rute ting Gotland NA
## 243 Rute ting Gotland NA
## 244 Rute ting Gotland NA
## 245 Rute ting Gotland NA
## 246 Rute ting Gotland NA
## 247 Rute ting Gotland NA
## 248 <NA> Gotland NA
## 249 <NA> Gotland NA
## 250 <NA> Gotland Pr4
## 251 <NA> Gotland Pr3
## 252 <NA> Gotland Pr4
## 253 <NA> Gotland NA
## 254 <NA> Gotland NA
## 255 <NA> Gotland NA
## 256 Grötlinge ting Gotland NA
## 257 Hemse ting Gotland NA
## 258 Hemse ting Gotland NA
## 259 Hablinge ting Gotland Pr3
## 260 Hablinge ting Gotland Pr1
## 261 Hablinge ting Gotland Pr2
## 262 Fardhems ting Gotland NA
## 263 Burs ting Gotland NA
## 264 Burs ting Gotland NA
## 265 Burs ting Gotland NA
## 266 Burs ting Gotland NA
## 267 Lummelunda ting Gotland NA
## Ristare Materialtyp
## 1 <NA> sten
## 2 <NA> sten
## 3 <NA> sten
## 4 <NA> sten
## 5 <NA> sten
## 6 <NA> sten
## 7 <NA> sten
## 8 <NA> sten
## 9 <NA> sten
## 10 <NA> sten
## 11 <NA> sten
## 12 <NA> sten
## 13 <NA> sten
## 14 <NA> sten
## 15 <NA> sten
## 16 <NA> sten
## 17 <NA> sten
## 18 <NA> sten
## 19 Ole <luþar> (S) sten
## 20 <NA> sten
## 21 <NA> sten
## 22 <NA> sten
## 23 <NA> sten
## 24 <NA> sten
## 25 <NA> sten
## 26 <NA> sten
## 27 <NA> sten
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## 30 <NA> sten
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## 33 Ole sten
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## 36 <NA> sten
## 37 <NA> sten
## 38 <NA> sten
## 39 <NA> sten
## 40 <NA> sten
## 41 <NA> sten
## 42 Sigraiv (A) sten
## 43 <NA> sten
## 44 <NA> sten
## 45 <NA> sten
## 46 <NA> sten
## 47 <NA> sten
## 48 Peter i Oxarve (S) sten
## 49 <NA> sten
## 50 <NA> sten
## 51 <NA> sten
## 52 <NA> sten
## 53 <NA> sten
## 54 <NA> sten
## 55 Audvald göte(?) (S) sten
## 56 <NA> sten
## 57 <NA> sten
## 58 <NA> sten
## 59 Sigraiv (S), har gjort dopfunten i Åkirkeby, Bornholm, DR 373 sten
## 60 <NA> sten
## 61 <NA> sten
## 62 <NA> sten
## 63 <NA> sten
## 64 <NA> sten
## 65 Ofeg (S) sten
## 66 <NA> sten
## 67 <NA> sten
## 68 <NA> sten
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## 79 Hägvald sten
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## 88 <NA> sten
## 89 <NA> sten
## 90 <NA> sten
## 91 <NA> sten
## 92 Likraiv (S) sten
## 93 <NA> sten
## 94 Magister <gefs> (S) sten
## 95 <NA> sten
## 96 <NA> sten
## 97 <NA> sten
## 98 <NA> sten
## 99 Gairvald (S) sten
## 100 <NA> sten
## 101 <NA> sten
## 102 <NA> sten
## 103 Botbjärn (P) sten
## 104 Botbjärn (P) sten
## 105 Botbjärn (S) sten
## 106 <NA> sten
## 107 <NA> sten
## 108 <NA> sten
## 109 <NA> sten
## 110 <NA> sten
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## 140 <NA> sten
## 141 <NA> sten
## 142 <NA> sten
## 143 <NA> sten
## 144 <NA> sten
## 145 <NA> sten
## 146 <NA> sten
## 147 <NA> sten
## 148 Samma ristare som gjort G 208. sten
## 149 Samma ristare som gjort G 207. sten
## 150 <NA> sten
## 151 <NA> sten
## 152 <NA> sten
## 153 <NA> sten
## 154 <NA> sten
## 155 <NA> sten
## 156 <NA> sten
## 157 <NA> sten
## 158 <NA> sten
## 159 <NA> sten
## 160 <NA> sten
## 161 <NA> sten
## 162 <NA> sten
## 163 <NA> sten
## 164 <NA> sten
## 165 <NA> sten
## 166 <NA> sten
## 167 <NA> sten
## 168 <NA> sten
## 169 <NA> sten
## 170 <NA> sten
## 171 <NA> sten
## 172 <NA> sten
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## 174 <NA> sten
## 175 <NA> sten
## 176 <NA> sten
## 177 <NA> sten
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## 179 <NA> sten
## 180 <NA> sten
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## 182 <NA> sten
## 183 <NA> sten
## 184 <NA> sten
## 185 <NA> sten
## 186 <NA> sten
## 187 <NA> sten
## 188 <NA> sten
## 189 <NA> sten
## 190 <NA> sten
## 191 <NA> sten
## 192 <NA> sten
## 193 <NA> sten
## 194 <NA> sten
## 195 <NA> sten
## 196 <NA> sten
## 197 <NA> sten
## 198 <NA> sten
## 199 <NA> sten
## 200 <NA> sten
## 201 <NA> sten
## 202 <NA> sten
## 203 <NA> sten
## 204 <NA> sten
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## 209 <NA> sten
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## 211 <NA> sten
## 212 <NA> sten
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## 214 <NA> sten
## 215 <NA> sten
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## 235 <NA> sten
## 236 <NA> sten
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## 238 <NA> sten
## 239 <NA> sten
## 240 <NA> sten
## 241 <NA> sten
## 242 <NA> sten
## 243 <NA> sten
## 244 <NA> sten
## 245 <NA> sten
## 246 <NA> sten
## 247 <NA> sten
## 248 <NA> sten
## 249 <NA> sten
## 250 <NA> sten
## 251 <NA> sten
## 252 <NA> sten
## 253 <NA> sten
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## 255 <NA> sten
## 256 <NA> sten
## 257 <NA> sten
## 258 <NA> sten
## 259 <NA> sten
## 260 <NA> sten
## 261 <NA> sten
## 262 <NA> sten
## 263 <NA> sten
## 264 <NA> sten
## 265 <NA> sten
## 266 <NA> sten
## 267 <NA> sten
## Bildlänk
## 1 <NA>
## 2 <NA>
## 3 <NA>
## 4 <NA>
## 5 <NA>
## 6 <NA>
## 7 <NA>
## 8 <NA>
## 9 <NA>
## 10 <NA>
## 11 <NA>
## 12 <NA>
## 13 <NA>
## 14 <NA>
## 15 <NA>
## 16 <NA>
## 17 <NA>
## 18 <NA>
## 19 <NA>
## 20 <NA>
## 21 <NA>
## 22 <NA>
## 23 <NA>
## 24 <NA>
## 25 <NA>
## 26 <NA>
## 27 <NA>
## 28 <NA>
## 29 <NA>
## 30 <NA>
## 31 <NA>
## 32 <NA>
## 33 <NA>
## 34 <NA>
## 35 <NA>
## 36 <NA>
## 37 http://kulturarvsdata.se/shm/media/html/23976
## 38 <NA>
## 39 <NA>
## 40 <NA>
## 41 <NA>
## 42 <NA>
## 43 <NA>
## 44 <NA>
## 45 <NA>
## 46 http://kulturarvsdata.se/shm/media/html/24123
## 47 http://kulturarvsdata.se/shm/media/html/24123
## 48 <NA>
## 49 http://kulturarvsdata.se/shm/media/html/23924
## 50 <NA>
## 51 <NA>
## 52 <NA>
## 53 <NA>
## 54 <NA>
## 55 <NA>
## 56 <NA>
## 57 <NA>
## 58 <NA>
## 59 <NA>
## 60 <NA>
## 61 <NA>
## 62 <NA>
## 63 <NA>
## 64 <NA>
## 65 <NA>
## 66 <NA>
## 67 <NA>
## 68 <NA>
## 69 <NA>
## 70 <NA>
## 71 <NA>
## 72 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G88&showthumbnails=true
## 73 <NA>
## 74 <NA>
## 75 <NA>
## 76 http://kulturarvsdata.se/shm/media/html/24111
## 77 <NA>
## 78 <NA>
## 79 <NA>
## 80 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G99&showthumbnails=true
## 81 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G100&showthumbnails=true
## 82 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G101&showthumbnails=true
## 83 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G102&showthumbnails=true
## 84 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G103&showthumbnails=true
## 85 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G104&showthumbnails=true
## 86 <NA>
## 87 <NA>
## 88 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G110&showthumbnails=true
## 89 http://kulturarvsdata.se/shm/media/html/23997
## 90 http://kulturarvsdata.se/shm/media/html/23997
## 91 http://kulturarvsdata.se/shm/media/html/23865
## 92 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G113&showthumbnails=true
## 93 http://kulturarvsdata.se/shm/media/html/23864, http://kulturarvsdata.se/shm/media/html/23986, http://kulturarvsdata.se/shm/media/html/24284
## 94 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G115&showthumbnails=true
## 95 <NA>
## 96 <NA>
## 97 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G118&showthumbnails=true
## 98 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G122&showthumbnails=true
## 99 <NA>
## 100 <NA>
## 101 <NA>
## 102 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G133&showthumbnails=true
## 103 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G134&showthumbnails=true
## 104 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G135&showthumbnails=true
## 105 <NA>
## 106 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G137&showthumbnails=true
## 107 <NA>
## 108 <NA>
## 109 <NA>
## 110 <NA>
## 111 <NA>
## 112 <NA>
## 113 <NA>
## 114 <NA>
## 115 <NA>
## 116 <NA>
## 117 <NA>
## 118 <NA>
## 119 <NA>
## 120 <NA>
## 121 <NA>
## 122 <NA>
## 123 <NA>
## 124 <NA>
## 125 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G173&showthumbnails=true
## 126 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G174&showthumbnails=true
## 127 <NA>
## 128 <NA>
## 129 <NA>
## 130 http://kulturarvsdata.se/shm/media/html/17810
## 131 http://kulturarvsdata.se/shm/media/html/24178, http://kulturarvsdata.se/shm/media/html/24182
## 132 http://kulturarvsdata.se/shm/media/html/24118
## 133 <NA>
## 134 <NA>
## 135 <NA>
## 136 <NA>
## 137 <NA>
## 138 <NA>
## 139 <NA>
## 140 <NA>
## 141 <NA>
## 142 <NA>
## 143 <NA>
## 144 <NA>
## 145 <NA>
## 146 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G201&showthumbnails=true
## 147 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G203&showthumbnails=true
## 148 <NA>
## 149 <NA>
## 150 <NA>
## 151 <NA>
## 152 <NA>
## 153 <NA>
## 154 <NA>
## 155 http://kulturarvsdata.se/shm/media/html/24101
## 156 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G216&showthumbnails=true
## 157 <NA>
## 158 <NA>
## 159 <NA>
## 160 http://kulturarvsdata.se/shm/media/html/24130
## 161 <NA>
## 162 <NA>
## 163 <NA>
## 164 <NA>
## 165 <NA>
## 166 <NA>
## 167 <NA>
## 168 <NA>
## 169 <NA>
## 170 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G242&showthumbnails=true
## 171 <NA>
## 172 <NA>
## 173 <NA>
## 174 <NA>
## 175 <NA>
## 176 <NA>
## 177 <NA>
## 178 <NA>
## 179 http://kulturarvsdata.se/shm/media/html/24067
## 180 <NA>
## 181 <NA>
## 182 <NA>
## 183 http://kulturarvsdata.se/shm/media/html/306053
## 184 <NA>
## 185 <NA>
## 186 <NA>
## 187 http://kulturarvsdata.se/shm/media/html/24065, http://kulturarvsdata.se/shm/media/html/17828
## 188 <NA>
## 189 <NA>
## 190 <NA>
## 191 <NA>
## 192 <NA>
## 193 <NA>
## 194 <NA>
## 195 <NA>
## 196 <NA>
## 197 <NA>
## 198 <NA>
## 199 <NA>
## 200 <NA>
## 201 <NA>
## 202 <NA>
## 203 <NA>
## 204 <NA>
## 205 <NA>
## 206 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G291&showthumbnails=true
## 207 <NA>
## 208 <NA>
## 209 <NA>
## 210 <NA>
## 211 <NA>
## 212 <NA>
## 213 <NA>
## 214 <NA>
## 215 <NA>
## 216 <NA>
## 217 <NA>
## 218 <NA>
## 219 <NA>
## 220 <NA>
## 221 <NA>
## 222 <NA>
## 223 <NA>
## 224 <NA>
## 225 <NA>
## 226 <NA>
## 227 <NA>
## 228 <NA>
## 229 <NA>
## 230 <NA>
## 231 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G317&showthumbnails=true
## 232 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G318&showthumbnails=true
## 233 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G319&showthumbnails=true
## 234 <NA>
## 235 <NA>
## 236 <NA>
## 237 <NA>
## 238 <NA>
## 239 <NA>
## 240 <NA>
## 241 <NA>
## 242 <NA>
## 243 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G336&showthumbnails=true
## 244 <NA>
## 245 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G337&showthumbnails=true
## 246 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G338&showthumbnails=true
## 247 <NA>
## 248 <NA>
## 249 <NA>
## 250 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G342&showthumbnails=true
## 251 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G343&showthumbnails=true
## 252 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G343&showthumbnails=true
## 253 <NA>
## 254 <NA>
## 255 <NA>
## 256 <NA>
## 257 <NA>
## 258 <NA>
## 259 <NA>
## 260 <NA>
## 261 <NA>
## 262 <NA>
## 263 <NA>
## 264 <NA>
## 265 <NA>
## 266 http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G383&showthumbnails=true
## 267 <NA>
## Lat Long
## 1 56.93643 18.18209
## 2 56.93643 18.18209
## 3 56.93643 18.18209
## 4 56.96804 18.22969
## 5 56.96804 18.22969
## 6 56.96804 18.22969
## 7 56.96804 18.22969
## 8 56.96804 18.22969
## 9 56.96804 18.22969
## 10 56.97589 18.31419
## 11 56.97589 18.31419
## 12 56.97589 18.31419
## 13 56.97589 18.31419
## 14 56.97589 18.31419
## 15 56.97589 18.31419
## 16 56.97589 18.31419
## 17 56.97589 18.31419
## 18 56.97589 18.31419
## 19 57.03467 18.30076
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## 22 57.03467 18.30076
## 23 57.03467 18.30076
## 24 57.03467 18.30076
## 25 57.03467 18.30076
## 26 57.07395 18.31552
## 27 57.07395 18.31552
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## 29 57.07395 18.31552
## 30 57.07438 18.22115
## 31 57.07438 18.22115
## 32 57.13257 18.34713
## 33 57.13257 18.34713
## 34 57.13257 18.34713
## 35 57.13257 18.34713
## 36 57.13257 18.34713
## 37 57.13257 18.34713
## 38 57.13257 18.34713
## 39 57.16002 18.33362
## 40 57.16002 18.33362
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## 43 57.16043 18.33536
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## 45 57.20938 18.36099
## 46 57.21052 18.44554
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## 54 57.70722 18.80192
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## 61 57.28743 18.20521
## 62 57.28743 18.20521
## 63 57.28743 18.20521
## 64 57.28743 18.20521
## 65 57.29037 18.27589
## 66 57.29037 18.27589
## 67 57.29037 18.27589
## 68 57.27985 18.37987
## 69 57.31419 18.38214
## 70 57.28146 18.47140
## 71 57.28146 18.47140
## 72 57.28146 18.47140
## 73 57.24510 18.50921
## 74 57.71971 18.78915
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## 79 57.33760 18.49514
## 80 57.29959 18.52170
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## 84 57.29959 18.52170
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## 86 57.31584 18.57967
## 87 57.33144 18.62739
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## 89 57.37881 18.69606
## 90 57.37881 18.69606
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## 93 57.37881 18.69606
## 94 57.40456 18.80449
## 95 57.44576 18.71261
## 96 57.44576 18.71261
## 97 57.48179 18.65469
## 98 57.40292 18.52905
## 99 57.44971 18.51509
## 100 57.44971 18.51509
## 101 57.43039 18.42660
## 102 57.46542 18.45473
## 103 57.48683 18.51686
## 104 57.48683 18.51686
## 105 57.48683 18.51686
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## 107 57.51084 18.49756
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## 109 57.50127 18.66042
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## 111 57.55802 18.59169
## 112 57.57919 18.72887
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## 115 57.33561 18.18976
## 116 57.33561 18.18976
## 117 57.37939 18.23301
## 118 57.37939 18.23301
## 119 57.37939 18.23301
## 120 57.37939 18.23301
## 121 57.37939 18.23301
## 122 57.37939 18.23301
## 123 57.41233 18.34720
## 124 57.41233 18.34720
## 125 57.44907 18.36287
## 126 57.44907 18.36287
## 127 57.44907 18.36287
## 128 57.44907 18.36287
## 129 57.44907 18.36287
## 130 57.42940 18.22250
## 131 57.42940 18.22250
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## 136 57.47127 18.30261
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## 138 57.43418 18.09213
## 139 57.43418 18.09213
## 140 57.52081 18.16860
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## 145 57.48070 18.38942
## 146 57.48070 18.38942
## 147 57.50459 18.30646
## 148 57.54775 18.26543
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## 150 57.58559 18.22733
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## 152 57.50667 18.42216
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## 155 57.52808 18.43805
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## 157 57.58257 18.38224
## 158 57.58257 18.38224
## 159 57.58257 18.38224
## 160 57.59554 18.51401
## 161 57.59554 18.51401
## 162 57.59554 18.51401
## 163 57.56492 18.46271
## 164 57.60984 18.63722
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## 169 57.68023 18.63203
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## 267 57.79245 18.531642.3.1 IDA of Data sets
summary(rune_mast)## ID Cross Place Socken
## Length:305 Min. :0.0000 Length:305 Length:305
## Class :character 1st Qu.:0.0000 Class :character Class :character
## Mode :character Median :0.0000 Mode :character Mode :character
## Mean :0.3115
## 3rd Qu.:1.0000
## Max. :1.0000
## Härad Kommun Classification Latitude
## Length:305 Length:305 Length:305 Min. :58.39
## Class :character Class :character Class :character 1st Qu.:59.86
## Mode :character Mode :character Mode :character Median :59.88
## Mean :59.88
## 3rd Qu.:59.95
## Max. :60.16
## Long Longitude Lat
## Min. :6625825 Min. :13.58 Min. :1582025
## 1st Qu.:6638510 1st Qu.:17.51 1st Qu.:1595827
## Median :6642537 Median :17.62 Median :1600608
## Mean :6644023 Mean :17.55 Mean :1600726
## 3rd Qu.:6649850 3rd Qu.:17.69 3rd Qu.:1604533
## Max. :6671945 Max. :18.68 Max. :1643937summary(runedata)## Signum Crosses Plats Socken
## Length:267 Length:267 Length:267 Length:267
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## Härad Kommun Classif Ristare
## Length:267 Length:267 Length:267 Length:267
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## Materialtyp Bildlänk Lat Long
## Length:267 Length:267 Min. :56.94 Min. :18.09
## Class :character Class :character 1st Qu.:57.27 1st Qu.:18.30
## Mode :character Mode :character Median :57.49 Median :18.47
## Mean :57.47 Mean :18.50
## 3rd Qu.:57.71 3rd Qu.:18.70
## Max. :57.92 Max. :19.102.3.2 Data Cleaning
rune_mast = mutate(rune_mast,classif = case_when(
grepl('RAK',Classification)~'RAK',
grepl('Fp',Classification)~'Fp',
grepl('Pr1',Classification)~'Pr1',
grepl('Pr2',Classification)~'Pr2',
grepl('Pr3',Classification)~'Pr3',
grepl('Pr4',Classification)~'Pr4',
grepl('Pr5',Classification)~'Pr5',
TRUE~ 'NA'))
data = mutate(runedata,Classif = case_when(
grepl('RAK',Classif)~'RAK',
grepl('Fp',Classif)~'Fp',
grepl('Pr1',Classif)~'Pr1',
grepl('Pr2',Classif)~'Pr2',
grepl('Pr3',Classif)~'Pr3',
grepl('Pr4',Classif)~'Pr4',
grepl('Pr5',Classif)~'Pr5',
TRUE~ 'NA'))
runedata$Classif <- factor(runedata$Classif, levels = c("RAK","Fp","Pr1","Pr2","Pr3","Pr4","Pr5","NA"), ordered = TRUE)
rune_mast$classif <- factor(rune_mast$classif, levels = c("RAK","Fp","Pr1","Pr2","Pr3","Pr4","Pr5","NA"), ordered = TRUE)Uppsala County
Class <- rune_mast$classif
Crosses <- factor(rune_mast$Cross, levels = c(0:1))
uppsala_map <- get_stamenmap(
bbox = c(16.7459,59.6996, 18.8058,60.2180), maptype="toner-lite",
zoom=10)## Source : http://tile.stamen.com/toner-lite/10/559/296.png## Source : http://tile.stamen.com/toner-lite/10/560/296.png## Source : http://tile.stamen.com/toner-lite/10/561/296.png## Source : http://tile.stamen.com/toner-lite/10/562/296.png## Source : http://tile.stamen.com/toner-lite/10/563/296.png## Source : http://tile.stamen.com/toner-lite/10/564/296.png## Source : http://tile.stamen.com/toner-lite/10/565/296.png## Source : http://tile.stamen.com/toner-lite/10/559/297.png## Source : http://tile.stamen.com/toner-lite/10/560/297.png## Source : http://tile.stamen.com/toner-lite/10/561/297.png## Source : http://tile.stamen.com/toner-lite/10/562/297.png## Source : http://tile.stamen.com/toner-lite/10/563/297.png## Source : http://tile.stamen.com/toner-lite/10/564/297.png## Source : http://tile.stamen.com/toner-lite/10/565/297.png## Source : http://tile.stamen.com/toner-lite/10/559/298.png## Source : http://tile.stamen.com/toner-lite/10/560/298.png## Source : http://tile.stamen.com/toner-lite/10/561/298.png## Source : http://tile.stamen.com/toner-lite/10/562/298.png## Source : http://tile.stamen.com/toner-lite/10/563/298.png## Source : http://tile.stamen.com/toner-lite/10/564/298.png## Source : http://tile.stamen.com/toner-lite/10/565/298.png## Source : http://tile.stamen.com/toner-lite/10/559/299.png## Source : http://tile.stamen.com/toner-lite/10/560/299.png## Source : http://tile.stamen.com/toner-lite/10/561/299.png## Source : http://tile.stamen.com/toner-lite/10/562/299.png## Source : http://tile.stamen.com/toner-lite/10/563/299.png## Source : http://tile.stamen.com/toner-lite/10/564/299.png## Source : http://tile.stamen.com/toner-lite/10/565/299.pngggmap(uppsala_map)+
geom_point(
data = rune_mast,
aes(x=Longitude, y=Latitude, color=Class, shape=Crosses),size=2, alpha=0.7)+
theme_map()+theme(legend.background = element_blank(), legend.position = "bottom")+
guides(fill=guide_legend(title="Classification"))+
ggtitle("Geographical distribution of Runestones in the Uppsala County")## Warning: Removed 12 rows containing missing values (geom_point).
ggmap(uppsala_map)+
geom_point(
data = rune_mast,
aes(x=Longitude, y=Latitude, col=Crosses),size=1.5, alpha=0.5)+
theme_map()+
theme(legend.background = element_blank(), legend.position = "bottom")+
guides(fill=guide_legend(title="Classification"))+
ggtitle("Geographical distribution of Runestones in the Uppsala County")+
facet_wrap(vars(classif))+
theme(legend.background = element_blank(), legend.position = "right")+
scale_color_manual(values=wes_palette(n=3, name="BottleRocket1"))## Warning: Removed 12 rows containing missing values (geom_point).
uppsala_cross <- ggplot(data = rune_mast, aes(x = Cross, fill= Class))+geom_bar()+
scale_x_continuous(breaks = c(0:1))+ labs(title="Proportion of Crosses across Time in Uppsala")
theme(legend.background = element_blank(), legend.position = "bottom")+theme_bw()## List of 93
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## $ strip.switch.pad.grid : 'simpleUnit' num 2.75points
## ..- attr(*, "unit")= int 8
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## - attr(*, "class")= chr [1:2] "theme" "gg"
## - attr(*, "complete")= logi TRUE
## - attr(*, "validate")= logi TRUEuppsala_cross
ggplotly(uppsala_cross)Gotland County
Classes <- runedata$Classif
gotland_map <- get_stamenmap(
bbox = c(left = 17.5, bottom = 57.0, right = 19.8, top = 57.9),
maptype = "toner-lite",
zoom = 9
)## Source : http://tile.stamen.com/toner-lite/9/280/154.png## Source : http://tile.stamen.com/toner-lite/9/281/154.png## Source : http://tile.stamen.com/toner-lite/9/282/154.png## Source : http://tile.stamen.com/toner-lite/9/283/154.png## Source : http://tile.stamen.com/toner-lite/9/284/154.png## Source : http://tile.stamen.com/toner-lite/9/280/155.png## Source : http://tile.stamen.com/toner-lite/9/281/155.png## Source : http://tile.stamen.com/toner-lite/9/282/155.png## Source : http://tile.stamen.com/toner-lite/9/283/155.png## Source : http://tile.stamen.com/toner-lite/9/284/155.png## Source : http://tile.stamen.com/toner-lite/9/280/156.png## Source : http://tile.stamen.com/toner-lite/9/281/156.png## Source : http://tile.stamen.com/toner-lite/9/282/156.png## Source : http://tile.stamen.com/toner-lite/9/283/156.png## Source : http://tile.stamen.com/toner-lite/9/284/156.pngggmap(gotland_map) +
geom_point(data = runedata,
aes(x = Long, y = Lat,col = Classif),
size = 2, alpha = 0.7) +
labs(title = "Overall Distribution of Runestones in the Gotland County") +
theme_map() +
theme(legend.background = element_blank(), legend.position = "bottom")## Warning: Removed 25 rows containing missing values (geom_point).
ggmap(gotland_map) +
geom_point(data = runedata,
aes(x = Long, y = Lat, fill=Crosses),alpha = 0.5,
size = 0.9, col = "red") + facet_wrap(vars(Classif))+
labs(title = "Geographical Distribution of Runestones in the Gotland County") +
theme_map() +
theme(legend.background = element_blank(), legend.position = "bottom") ## Warning: Removed 25 rows containing missing values (geom_point).
gotland_cross <- ggplot(data = runedata, aes(x = Crosses, fill= Classes))+geom_bar()+
theme(legend.background = element_blank(), legend.position = "bottom")+
scale_x_discrete(breaks = c(0:1))+
labs(title="Proportion of Crosses across Time in Gotland")
gotland_cross
ggplotly(gotland_cross)3 Acknowledgements
| Role | Coordinator | Support |
|---|---|---|
| Presentation | Ariel, Jacqui (presenter) | Luana |
| Coding | Shradha | Ru |
| Scheduling | Luana | |
| Research | Jennifer | Ariel, Luana (editors) |
Meetings
| Date, time, location | Presentee(s) | Discussion points |
|---|---|---|
| 8/3 (11am-12pm) | All | Possible research questions, Finalise roles |
| 15/3 (11am-12pm) | All | Finalise research question |
| 22/3 (11am-12pm) | All | Conduct domain research and consolidate findings with group members |
| 29/3 (11am-12pm) | All | Discuss approach of research question; Begin report draft; Begin coding for graphical summaries |
| 5/4 (11am-12pm) | All | Finalise graphical summaries; Derive trends from graphical summaries |
| 12/4 (11am-12pm) | All | Film presentation; Finalise report |
4 Articles for further reading
Knutson, S. A. (2016). Bridges to Eternity: A Re-Examination of the Adoption of Christianity in Viking-Age Sweden. Viking and Medieval Scandinavia, 12, 87–102. https://www.jstor.org/stable/48501798
Knuston asserts that Christianity was actively uptaken by the Vikings, particularly in well-connected municipalities which benefited from access to foreign influences via trade interactions.
Thoeming, A. (2016). Dealing with Data: Naïve Bayesian Classification and a Case Study from Viking Age Sweden. International Journal of Student Research in Archaeology, 1(1), 193-204. https://www.academia.edu/21431922/Dealing_with_Data_Na%C3%AFve_Bayesian_Classification_and_a_case_study_from_Viking_Age_Sweden
Encountering similar limitations in the data to this report, Thoeming determined that the Bayesian classifier was limited, only providing broader categorisations in feature combinations and differences.
5 References
Tutorial for creating maps: https://www.youtube.com/watch?v=2k8O-Y_uiRU
Conversion of coordinates: https://coordinates-converter.com/en/decimal/51.000000,10.000000?karte=OpenStreetMap&zoom=8
Data Cleaning: Freya and Shane (Tuesday Lab CC)
---
title: "DATA 1901 Project 2"
output:
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    code_download: true # embed .Rmd file
    toc: true  # table of contents
    toc_depth: 3
    toc_float: true # toc is always visible when scrolled
    number_sections: true 
    theme: sandstone # theme the doc
    highlight: tango # theme syntax colouring
---

```{css newstyles, echo=FALSE}
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```

# Report 

## Research question

Can a trend in the geographical spread of Swedish Viking runestones be observed by comparing the proportion of runestones with and without crosses over time? 

This report ascertains associative trends between the establishment of runestones in the Gotland region and the concurrent Christianisation in Gotland and Uppsala counties with analysis to assess the scope of this model for further predictions.


## Executive Summary

Analysis of categorical data (crosses/time period) revealed that Uppsala and Gotland runestones were predominantly erected between 1050-1100 AD. Majority of Uppsala’s crosses are observed during this period, however, none of the analysed runestones from Gotland featured the cross motif. This elucidates the non-uniform, nuanced spread of Christianity across Sweden.


## Initial Data Analysis

Reliant upon visual interpretation, the data is subject to observation bias. Confounders including time and environment contribute to bias by making certain stylistic features across different rune-carvers indistinguishable. Data integrity and reliability is compromised by using multiple data sources and interpretation based on secondary archaeological sources including the epic Beowulf.   

Selection bias occured as ambiguous data including question marks, multiple categorisations, and unclassified data was re-categorised into 8 categories: RAK, Fp, Pr1-5 and NA. This report’s graphical summaries compound selection bias by only focusing on Uppsala and Gotland municipalities. By omitting large quantities of data, the results cannot characterise Viking society broadly as macroscopic trends may be unclear or skewed. Further, by narrowing our range of analysis to two municipalities, we cannot extrapolate trends to other regions. Similar case by case analysis must be conducted to construct plausible predictions for alternative locations. Additionally, runestones with overlapping time periods were only recognised in this report by the earliest of their assigned periods, causing categorical bias. Likewise, runestones which lacked a cross/no cross classification were grouped with those having no cross. 

While it is noted that bias hinders the plausibility of conclusions drawn, however, this is largely inherent to archaeological studies. 


## Research overview

Limited to Svealand, Christian influences from missionaries commenced in 830 AD, catalysing an evolution of the location and design of runestones. Rising political tension with neighbouring Christian areas induced Christianisation, thus, the prospect of superior trade and economic performance propelled conversion rather than the pursuit of holiness. 

Uppsala observes an influx of runestone prevalence during 1060-1100 AD (Pr4), concurrent with the increase of runestone crosses. Its close proximity to the Baltic Sea on the south-east coast of modern day Sweden, facilitated the introduction of foriegn social and religious influences to the Vikings. This supported a transition from polytheistic paganism towards monotheistic Christianity over the short period revealed by the surge in runestone crosses. This period followed the first Christian evangelisation mission in Uppsala, led by Saint Ansgar during the 9th century, providing context to this stage of religious conversion. 

From the classified runestones in Gotland, a significant proportion were erected during the Pr4 period. Unlike Uppsala, no crosses were observed on runestones across all time periods. This not only suggests an uneven spread of Christian beliefs throughout Viking society, but also the need for models alike to identify subtle trends in data. Gotland is isolated from mainland Sweden and therefore bound to undergo religious transformation after other municipalities like Uppsala, which was well-connected with multiple regions and foreign influences via trade interactions. Findings from the maps are supported by churches’ locations in these municipalities. Nonetheless, archaeologists currently lack evidence to determine whether runestones were erected at churches, subsequent church sites, or brought to churches later. 

Stacked bar plots quantified the comparison of runestones with/without crosses. While a larger quantity of runestones is observed in Uppsala, the most notable trend was the complete absence of crosses on runestones in Gotland. This may be attributed to the vast majority of runestones in Gotland lacking cross identification, thus classed in this report as ‘no cross’. This assumption may be misleading.  

Hence, Christianization of the Vikings began in well-connected municipalities, susceptible to foriegn influences. Christianity slowly infiltrated more regional and often isolated municipalities, however, conversion was not observed as heavily in these regions. 


*** 

# Mapping the geographical spread across municipalities

## Loading our library packages 
```{r library, include=TRUE}
library(tidyverse)
library(ggplot2)
library(readxl)
library(maps)
library(plotly)
library(ggthemes)
library(ggmap)
library(wesanderson)
library(RColorBrewer)
```


## Analysis of runestones in different municipalities
```{r}
Arch <- read_xls("Arch_main.xls")

Arch = mutate(Arch,ClassNew = case_when(
  grepl('RAK',Classification)~'RAK',
  grepl('Fp',Classification)~'Fp',
  grepl('Pr1',Classification)~'Pr1',
  grepl('Pr2',Classification)~'Pr2',
  grepl('Pr3',Classification)~'Pr3',
  grepl('Pr4',Classification)~'Pr4',
  grepl('Pr5',Classification)~'Pr5',
  TRUE~ 'NA'
))

table(Arch$ClassNew)

Arch$ClassNew <- factor(Arch$ClassNew,levels=c("RAK","Fp","Pr1","Pr2","Pr3","Pr4","Pr5","NA"), ordered=TRUE)

ggplot(data=Arch,aes(x=ClassNew))+geom_bar(fill="light blue")+ggtitle("Runestone Typology across different Time Periods in Sweden")+labs(x="Time Periods",y="Number of Runestones") + theme_classic()

```



## Importing data

```{r cars}
rune_mast <- read_xlsx("Uppsala_trial.xlsx")
as.data.frame(rune_mast)

runedata <- read_xlsx("1Gotlandclean.xlsx")
as.data.frame(runedata) 
```

### IDA of Data sets

```{r Data Summary}
summary(rune_mast)

summary(runedata)
```

### Data Cleaning
```{r Data Cleaning}
rune_mast = mutate(rune_mast,classif = case_when(
  grepl('RAK',Classification)~'RAK',
  grepl('Fp',Classification)~'Fp',
  grepl('Pr1',Classification)~'Pr1',
  grepl('Pr2',Classification)~'Pr2',
  grepl('Pr3',Classification)~'Pr3',
  grepl('Pr4',Classification)~'Pr4',
  grepl('Pr5',Classification)~'Pr5',
  TRUE~ 'NA'))

data = mutate(runedata,Classif = case_when(
  grepl('RAK',Classif)~'RAK',
  grepl('Fp',Classif)~'Fp',
  grepl('Pr1',Classif)~'Pr1',
  grepl('Pr2',Classif)~'Pr2',
  grepl('Pr3',Classif)~'Pr3',
  grepl('Pr4',Classif)~'Pr4',
  grepl('Pr5',Classif)~'Pr5',
  TRUE~ 'NA'))

runedata$Classif <- factor(runedata$Classif, levels = c("RAK","Fp","Pr1","Pr2","Pr3","Pr4","Pr5","NA"), ordered = TRUE)

rune_mast$classif <- factor(rune_mast$classif, levels = c("RAK","Fp","Pr1","Pr2","Pr3","Pr4","Pr5","NA"), ordered = TRUE)
```


## Uppsala County {-} 

```{r Uppsala, error=FALSE}
Class <- rune_mast$classif
Crosses <- factor(rune_mast$Cross, levels = c(0:1))
uppsala_map <- get_stamenmap(
  bbox = c(16.7459,59.6996, 18.8058,60.2180), maptype="toner-lite",
  zoom=10)

ggmap(uppsala_map)+
  geom_point(
  data = rune_mast, 
  aes(x=Longitude, y=Latitude, color=Class, shape=Crosses),size=2, alpha=0.7)+
  theme_map()+theme(legend.background = element_blank(), legend.position = "bottom")+
  guides(fill=guide_legend(title="Classification"))+
  ggtitle("Geographical distribution of Runestones in the Uppsala County")

ggmap(uppsala_map)+
  geom_point(
  data = rune_mast, 
  aes(x=Longitude, y=Latitude, col=Crosses),size=1.5, alpha=0.5)+
  theme_map()+
  theme(legend.background = element_blank(), legend.position = "bottom")+
  guides(fill=guide_legend(title="Classification"))+
  ggtitle("Geographical distribution of Runestones in the Uppsala County")+
  facet_wrap(vars(classif))+
  theme(legend.background = element_blank(), legend.position = "right")+
  scale_color_manual(values=wes_palette(n=3, name="BottleRocket1"))

```
```{r Number of crosses Uppsala}

uppsala_cross <- ggplot(data = rune_mast, aes(x = Cross, fill= Class))+geom_bar()+ 
  scale_x_continuous(breaks = c(0:1))+ labs(title="Proportion of Crosses across Time in Uppsala")
  theme(legend.background = element_blank(), legend.position = "bottom")+theme_bw()
uppsala_cross
ggplotly(uppsala_cross)

```



## Gotland County {-}

```{r Gotland, error=FALSE}
Classes <- runedata$Classif
gotland_map <- get_stamenmap(
  bbox = c(left = 17.5, bottom = 57.0, right = 19.8, top = 57.9),
  maptype = "toner-lite",
  zoom = 9
)
ggmap(gotland_map) +
  geom_point(data = runedata,
             aes(x = Long, y = Lat,col = Classif), 
             size = 2, alpha = 0.7) +
  labs(title = "Overall Distribution of Runestones in the Gotland County") +
  theme_map() +
  theme(legend.background = element_blank(), legend.position = "bottom")

ggmap(gotland_map) +
  geom_point(data = runedata,
             aes(x = Long, y = Lat, fill=Crosses),alpha = 0.5,
             size = 0.9, col = "red") + facet_wrap(vars(Classif))+
  labs(title = "Geographical Distribution of Runestones in the Gotland County") +
  theme_map() +
  theme(legend.background = element_blank(), legend.position = "bottom") 


```

```{r Number of crosses Gotland}

gotland_cross <- ggplot(data = runedata, aes(x = Crosses, fill= Classes))+geom_bar()+ 
  theme(legend.background = element_blank(), legend.position = "bottom")+
  scale_x_discrete(breaks = c(0:1))+ 
  labs(title="Proportion of Crosses across Time in Gotland")

gotland_cross

ggplotly(gotland_cross)


```



# Acknowledgements

Role            | Coordinator              | Support
----------------|--------------------------|----------------------
Presentation    | Ariel, Jacqui (presenter)| Luana
Coding          | Shradha                  | Ru
Scheduling      | Luana                    |
Research        | Jennifer                 | Ariel, Luana (editors)


*Meetings*

Date, time, location    | Presentee(s) |  Discussion points             
------------------------|--------------|------------------------------------------------------------------------------------------------
8/3 (11am-12pm)         |    All       |Possible research questions, Finalise roles
15/3 (11am-12pm)        |    All       |Finalise research question
22/3 (11am-12pm)        |    All       |Conduct domain research and consolidate findings with group members
29/3 (11am-12pm)        |    All       |Discuss approach of research question; Begin report draft; Begin coding for graphical summaries
5/4 (11am-12pm)         |    All       |Finalise graphical summaries; Derive trends from graphical summaries
12/4 (11am-12pm)        |    All       |Film presentation; Finalise report 

 
                          

# Articles for further reading

*Knutson, S. A. (2016). Bridges to Eternity: A Re-Examination of the Adoption of Christianity in Viking-Age Sweden. Viking and Medieval Scandinavia, 12, 87–102. https://www.jstor.org/stable/48501798*

Knuston asserts that Christianity was actively uptaken by the Vikings, particularly in well-connected municipalities which benefited from access to foreign influences via trade interactions.

*Thoeming, A. (2016). Dealing with Data: Naïve Bayesian Classification and a Case Study from Viking Age Sweden. International Journal of Student Research in Archaeology, 1(1), 193-204. https://www.academia.edu/21431922/Dealing_with_Data_Na%C3%AFve_Bayesian_Classification_and_a_case_study_from_Viking_Age_Sweden*

Encountering similar limitations in the data to this report, Thoeming determined that the Bayesian classifier was limited, only providing broader categorisations in feature combinations and differences. 



# References

Tutorial for creating maps: *https://www.youtube.com/watch?v=2k8O-Y_uiRU*
 
Conversion of coordinates: *https://coordinates-converter.com/en/decimal/51.000000,10.000000?karte=OpenStreetMap&zoom=8*
 
Data Cleaning: *Freya and Shane (Tuesday Lab CC)*
